diff --git a/module3/exo3/Autour du SARS-CoV-2 (Covid-19).ipynb b/module3/exo3/Autour du SARS-CoV-2 (Covid-19).ipynb
deleted file mode 100644
index a2897188bbc7b5f071348dfe1f639eac98076c64..0000000000000000000000000000000000000000
--- a/module3/exo3/Autour du SARS-CoV-2 (Covid-19).ipynb	
+++ /dev/null
@@ -1,5666 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Autour du SARS-CoV-2 (Covid-19)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Import des packages nécessaires à l'exécution du code"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<style>.container { width:100% !important; }</style>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%matplotlib inline\n",
-    "import matplotlib.pyplot as plt\n",
-    "import pandas as pd\n",
-    "import isoweek\n",
-    "import os\n",
-    "import urllib.request\n",
-    "import numpy as np\n",
-    "import seaborn as sns\n",
-    "\n",
-    "#Pour afficher le code sur toute la largeur de la fenêtre\n",
-    "from IPython.core.display import display, HTML\n",
-    "display(HTML(\"<style>.container { width:100% !important; }</style>\"))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Import des données\n",
-    "Si le fichier local *covid_series.csv* n'existe pas dans le répertoire, alors il est téléchargé à partir de l'url *data_url* dans *raw_data*. D'ailleurs, j'ai transposé le tableau *raw_data* pour qu'il soit plus facilement lisible. \n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Province/State</th>\n",
-       "      <th>Country/Region</th>\n",
-       "      <th>Lat</th>\n",
-       "      <th>Long</th>\n",
-       "      <th>1/22/20</th>\n",
-       "      <th>1/23/20</th>\n",
-       "      <th>1/24/20</th>\n",
-       "      <th>1/25/20</th>\n",
-       "      <th>1/26/20</th>\n",
-       "      <th>1/27/20</th>\n",
-       "      <th>...</th>\n",
-       "      <th>12/25/21</th>\n",
-       "      <th>12/26/21</th>\n",
-       "      <th>12/27/21</th>\n",
-       "      <th>12/28/21</th>\n",
-       "      <th>12/29/21</th>\n",
-       "      <th>12/30/21</th>\n",
-       "      <th>12/31/21</th>\n",
-       "      <th>1/1/22</th>\n",
-       "      <th>1/2/22</th>\n",
-       "      <th>1/3/22</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Afghanistan</td>\n",
-       "      <td>33.939110</td>\n",
-       "      <td>67.709953</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>157895</td>\n",
-       "      <td>157951</td>\n",
-       "      <td>157967</td>\n",
-       "      <td>157998</td>\n",
-       "      <td>158037</td>\n",
-       "      <td>158056</td>\n",
-       "      <td>158084</td>\n",
-       "      <td>158107</td>\n",
-       "      <td>158189</td>\n",
-       "      <td>158183</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Albania</td>\n",
-       "      <td>41.153300</td>\n",
-       "      <td>20.168300</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>207542</td>\n",
-       "      <td>207709</td>\n",
-       "      <td>207709</td>\n",
-       "      <td>208352</td>\n",
-       "      <td>208899</td>\n",
-       "      <td>208899</td>\n",
-       "      <td>210224</td>\n",
-       "      <td>210224</td>\n",
-       "      <td>210885</td>\n",
-       "      <td>210885</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Algeria</td>\n",
-       "      <td>28.033900</td>\n",
-       "      <td>1.659600</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>216376</td>\n",
-       "      <td>216637</td>\n",
-       "      <td>216930</td>\n",
-       "      <td>217265</td>\n",
-       "      <td>217647</td>\n",
-       "      <td>218037</td>\n",
-       "      <td>218432</td>\n",
-       "      <td>218818</td>\n",
-       "      <td>219159</td>\n",
-       "      <td>219532</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Andorra</td>\n",
-       "      <td>42.506300</td>\n",
-       "      <td>1.521800</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>21730</td>\n",
-       "      <td>21730</td>\n",
-       "      <td>22332</td>\n",
-       "      <td>22540</td>\n",
-       "      <td>22823</td>\n",
-       "      <td>23122</td>\n",
-       "      <td>23740</td>\n",
-       "      <td>23740</td>\n",
-       "      <td>23740</td>\n",
-       "      <td>24502</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Angola</td>\n",
-       "      <td>-11.202700</td>\n",
-       "      <td>17.873900</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>71142</td>\n",
-       "      <td>71752</td>\n",
-       "      <td>71752</td>\n",
-       "      <td>76787</td>\n",
-       "      <td>78475</td>\n",
-       "      <td>79871</td>\n",
-       "      <td>81593</td>\n",
-       "      <td>82398</td>\n",
-       "      <td>82920</td>\n",
-       "      <td>83764</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Antigua and Barbuda</td>\n",
-       "      <td>17.060800</td>\n",
-       "      <td>-61.796400</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4236</td>\n",
-       "      <td>4236</td>\n",
-       "      <td>4259</td>\n",
-       "      <td>4259</td>\n",
-       "      <td>4259</td>\n",
-       "      <td>4283</td>\n",
-       "      <td>4283</td>\n",
-       "      <td>4283</td>\n",
-       "      <td>4283</td>\n",
-       "      <td>4283</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Argentina</td>\n",
-       "      <td>-38.416100</td>\n",
-       "      <td>-63.616700</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5452419</td>\n",
-       "      <td>5460042</td>\n",
-       "      <td>5480305</td>\n",
-       "      <td>5514207</td>\n",
-       "      <td>5556239</td>\n",
-       "      <td>5606745</td>\n",
-       "      <td>5654408</td>\n",
-       "      <td>5674428</td>\n",
-       "      <td>5694930</td>\n",
-       "      <td>5739326</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Armenia</td>\n",
-       "      <td>40.069100</td>\n",
-       "      <td>45.038200</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>344379</td>\n",
-       "      <td>344481</td>\n",
-       "      <td>344540</td>\n",
-       "      <td>344649</td>\n",
-       "      <td>344737</td>\n",
-       "      <td>344826</td>\n",
-       "      <td>344930</td>\n",
-       "      <td>344980</td>\n",
-       "      <td>345007</td>\n",
-       "      <td>345036</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>Australian Capital Territory</td>\n",
-       "      <td>Australia</td>\n",
-       "      <td>-35.473500</td>\n",
-       "      <td>149.012400</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2765</td>\n",
-       "      <td>2942</td>\n",
-       "      <td>3186</td>\n",
-       "      <td>3311</td>\n",
-       "      <td>3559</td>\n",
-       "      <td>3564</td>\n",
-       "      <td>4010</td>\n",
-       "      <td>4919</td>\n",
-       "      <td>5323</td>\n",
-       "      <td>5323</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>New South Wales</td>\n",
-       "      <td>Australia</td>\n",
-       "      <td>-33.868800</td>\n",
-       "      <td>151.209300</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
-       "      <td>...</td>\n",
-       "      <td>130701</td>\n",
-       "      <td>137011</td>\n",
-       "      <td>143042</td>\n",
-       "      <td>154191</td>\n",
-       "      <td>166373</td>\n",
-       "      <td>166373</td>\n",
-       "      <td>187504</td>\n",
-       "      <td>228307</td>\n",
-       "      <td>249064</td>\n",
-       "      <td>272160</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>Northern Territory</td>\n",
-       "      <td>Australia</td>\n",
-       "      <td>-12.463400</td>\n",
-       "      <td>130.845600</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>414</td>\n",
-       "      <td>444</td>\n",
-       "      <td>448</td>\n",
-       "      <td>474</td>\n",
-       "      <td>496</td>\n",
-       "      <td>510</td>\n",
-       "      <td>572</td>\n",
-       "      <td>624</td>\n",
-       "      <td>624</td>\n",
-       "      <td>880</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>Queensland</td>\n",
-       "      <td>Australia</td>\n",
-       "      <td>-27.469800</td>\n",
-       "      <td>153.025100</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4322</td>\n",
-       "      <td>5033</td>\n",
-       "      <td>6961</td>\n",
-       "      <td>8534</td>\n",
-       "      <td>10752</td>\n",
-       "      <td>10752</td>\n",
-       "      <td>13863</td>\n",
-       "      <td>19707</td>\n",
-       "      <td>19707</td>\n",
-       "      <td>23941</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>South Australia</td>\n",
-       "      <td>Australia</td>\n",
-       "      <td>-34.928500</td>\n",
-       "      <td>138.600700</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3550</td>\n",
-       "      <td>4324</td>\n",
-       "      <td>5162</td>\n",
-       "      <td>6160</td>\n",
-       "      <td>7625</td>\n",
-       "      <td>8993</td>\n",
-       "      <td>11078</td>\n",
-       "      <td>15476</td>\n",
-       "      <td>15473</td>\n",
-       "      <td>18021</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>Tasmania</td>\n",
-       "      <td>Australia</td>\n",
-       "      <td>-42.882100</td>\n",
-       "      <td>147.327200</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>353</td>\n",
-       "      <td>434</td>\n",
-       "      <td>483</td>\n",
-       "      <td>540</td>\n",
-       "      <td>637</td>\n",
-       "      <td>637</td>\n",
-       "      <td>785</td>\n",
-       "      <td>1613</td>\n",
-       "      <td>1628</td>\n",
-       "      <td>2259</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>Victoria</td>\n",
-       "      <td>Australia</td>\n",
-       "      <td>-37.813600</td>\n",
-       "      <td>144.963100</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>...</td>\n",
-       "      <td>157347</td>\n",
-       "      <td>159147</td>\n",
-       "      <td>161845</td>\n",
-       "      <td>165595</td>\n",
-       "      <td>170732</td>\n",
-       "      <td>176614</td>\n",
-       "      <td>183976</td>\n",
-       "      <td>191148</td>\n",
-       "      <td>199576</td>\n",
-       "      <td>213548</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>Western Australia</td>\n",
-       "      <td>Australia</td>\n",
-       "      <td>-31.950500</td>\n",
-       "      <td>115.860500</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1142</td>\n",
-       "      <td>1143</td>\n",
-       "      <td>1148</td>\n",
-       "      <td>1148</td>\n",
-       "      <td>1148</td>\n",
-       "      <td>1153</td>\n",
-       "      <td>1161</td>\n",
-       "      <td>1161</td>\n",
-       "      <td>1168</td>\n",
-       "      <td>1176</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Austria</td>\n",
-       "      <td>47.516200</td>\n",
-       "      <td>14.550100</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1262836</td>\n",
-       "      <td>1264553</td>\n",
-       "      <td>1266103</td>\n",
-       "      <td>1268519</td>\n",
-       "      <td>1271770</td>\n",
-       "      <td>1274995</td>\n",
-       "      <td>1278619</td>\n",
-       "      <td>1282227</td>\n",
-       "      <td>1285510</td>\n",
-       "      <td>1288829</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Azerbaijan</td>\n",
-       "      <td>40.143100</td>\n",
-       "      <td>47.576900</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>614119</td>\n",
-       "      <td>614630</td>\n",
-       "      <td>614936</td>\n",
-       "      <td>615312</td>\n",
-       "      <td>615842</td>\n",
-       "      <td>616352</td>\n",
-       "      <td>616947</td>\n",
-       "      <td>617311</td>\n",
-       "      <td>617679</td>\n",
-       "      <td>617952</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Bahamas</td>\n",
-       "      <td>25.025885</td>\n",
-       "      <td>-78.035889</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>23539</td>\n",
-       "      <td>23539</td>\n",
-       "      <td>23539</td>\n",
-       "      <td>23539</td>\n",
-       "      <td>24204</td>\n",
-       "      <td>24269</td>\n",
-       "      <td>24476</td>\n",
-       "      <td>24476</td>\n",
-       "      <td>25285</td>\n",
-       "      <td>25534</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Bahrain</td>\n",
-       "      <td>26.027500</td>\n",
-       "      <td>50.550000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>279518</td>\n",
-       "      <td>279805</td>\n",
-       "      <td>280109</td>\n",
-       "      <td>280482</td>\n",
-       "      <td>280876</td>\n",
-       "      <td>281406</td>\n",
-       "      <td>282062</td>\n",
-       "      <td>282677</td>\n",
-       "      <td>283344</td>\n",
-       "      <td>284224</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Bangladesh</td>\n",
-       "      <td>23.685000</td>\n",
-       "      <td>90.356300</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1582985</td>\n",
-       "      <td>1583253</td>\n",
-       "      <td>1583626</td>\n",
-       "      <td>1584023</td>\n",
-       "      <td>1584518</td>\n",
-       "      <td>1585027</td>\n",
-       "      <td>1585539</td>\n",
-       "      <td>1585909</td>\n",
-       "      <td>1586466</td>\n",
-       "      <td>1587140</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Barbados</td>\n",
-       "      <td>13.193900</td>\n",
-       "      <td>-59.543200</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>27629</td>\n",
-       "      <td>27673</td>\n",
-       "      <td>27724</td>\n",
-       "      <td>27836</td>\n",
-       "      <td>28063</td>\n",
-       "      <td>28310</td>\n",
-       "      <td>28565</td>\n",
-       "      <td>28810</td>\n",
-       "      <td>28960</td>\n",
-       "      <td>29160</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Belarus</td>\n",
-       "      <td>53.709800</td>\n",
-       "      <td>27.953400</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>692601</td>\n",
-       "      <td>693584</td>\n",
-       "      <td>694226</td>\n",
-       "      <td>694727</td>\n",
-       "      <td>696220</td>\n",
-       "      <td>697600</td>\n",
-       "      <td>699110</td>\n",
-       "      <td>700421</td>\n",
-       "      <td>701192</td>\n",
-       "      <td>701699</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Belgium</td>\n",
-       "      <td>50.833300</td>\n",
-       "      <td>4.469936</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2038111</td>\n",
-       "      <td>2038111</td>\n",
-       "      <td>2052871</td>\n",
-       "      <td>2062836</td>\n",
-       "      <td>2075781</td>\n",
-       "      <td>2089657</td>\n",
-       "      <td>2105343</td>\n",
-       "      <td>2105343</td>\n",
-       "      <td>2105343</td>\n",
-       "      <td>2133284</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Belize</td>\n",
-       "      <td>17.189900</td>\n",
-       "      <td>-88.497600</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>31503</td>\n",
-       "      <td>31503</td>\n",
-       "      <td>31503</td>\n",
-       "      <td>31734</td>\n",
-       "      <td>32067</td>\n",
-       "      <td>32488</td>\n",
-       "      <td>32840</td>\n",
-       "      <td>32840</td>\n",
-       "      <td>32840</td>\n",
-       "      <td>33457</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Benin</td>\n",
-       "      <td>9.307700</td>\n",
-       "      <td>2.315800</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>24935</td>\n",
-       "      <td>24935</td>\n",
-       "      <td>24935</td>\n",
-       "      <td>24935</td>\n",
-       "      <td>24935</td>\n",
-       "      <td>24935</td>\n",
-       "      <td>24935</td>\n",
-       "      <td>24935</td>\n",
-       "      <td>24935</td>\n",
-       "      <td>24935</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Bhutan</td>\n",
-       "      <td>27.514200</td>\n",
-       "      <td>90.433600</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2659</td>\n",
-       "      <td>2660</td>\n",
-       "      <td>2660</td>\n",
-       "      <td>2660</td>\n",
-       "      <td>2660</td>\n",
-       "      <td>2660</td>\n",
-       "      <td>2660</td>\n",
-       "      <td>2660</td>\n",
-       "      <td>2660</td>\n",
-       "      <td>2664</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Bolivia</td>\n",
-       "      <td>-16.290200</td>\n",
-       "      <td>-63.588700</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>575247</td>\n",
-       "      <td>576602</td>\n",
-       "      <td>577808</td>\n",
-       "      <td>580690</td>\n",
-       "      <td>585624</td>\n",
-       "      <td>591773</td>\n",
-       "      <td>599753</td>\n",
-       "      <td>599753</td>\n",
-       "      <td>611031</td>\n",
-       "      <td>622312</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Bosnia and Herzegovina</td>\n",
-       "      <td>43.915900</td>\n",
-       "      <td>17.679100</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>287276</td>\n",
-       "      <td>287276</td>\n",
-       "      <td>288128</td>\n",
-       "      <td>288876</td>\n",
-       "      <td>289676</td>\n",
-       "      <td>290471</td>\n",
-       "      <td>291313</td>\n",
-       "      <td>291313</td>\n",
-       "      <td>291313</td>\n",
-       "      <td>291313</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Botswana</td>\n",
-       "      <td>-22.328500</td>\n",
-       "      <td>24.684900</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>208994</td>\n",
-       "      <td>208994</td>\n",
-       "      <td>212482</td>\n",
-       "      <td>212482</td>\n",
-       "      <td>212482</td>\n",
-       "      <td>219509</td>\n",
-       "      <td>219509</td>\n",
-       "      <td>219509</td>\n",
-       "      <td>219509</td>\n",
-       "      <td>222053</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>250</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Togo</td>\n",
-       "      <td>8.619500</td>\n",
-       "      <td>0.824800</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>27992</td>\n",
-       "      <td>28268</td>\n",
-       "      <td>28504</td>\n",
-       "      <td>28925</td>\n",
-       "      <td>28925</td>\n",
-       "      <td>29416</td>\n",
-       "      <td>30163</td>\n",
-       "      <td>30163</td>\n",
-       "      <td>31165</td>\n",
-       "      <td>31390</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>251</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Tonga</td>\n",
-       "      <td>-21.179000</td>\n",
-       "      <td>-175.198200</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>252</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Trinidad and Tobago</td>\n",
-       "      <td>10.691800</td>\n",
-       "      <td>-61.222500</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>89364</td>\n",
-       "      <td>89829</td>\n",
-       "      <td>90004</td>\n",
-       "      <td>90364</td>\n",
-       "      <td>90829</td>\n",
-       "      <td>91320</td>\n",
-       "      <td>91899</td>\n",
-       "      <td>92201</td>\n",
-       "      <td>92659</td>\n",
-       "      <td>92997</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>253</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Tunisia</td>\n",
-       "      <td>33.886917</td>\n",
-       "      <td>9.537499</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>722795</td>\n",
-       "      <td>722795</td>\n",
-       "      <td>723422</td>\n",
-       "      <td>724092</td>\n",
-       "      <td>724092</td>\n",
-       "      <td>724680</td>\n",
-       "      <td>726706</td>\n",
-       "      <td>727843</td>\n",
-       "      <td>728260</td>\n",
-       "      <td>728802</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>254</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Turkey</td>\n",
-       "      <td>38.963700</td>\n",
-       "      <td>35.243300</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9268486</td>\n",
-       "      <td>9309094</td>\n",
-       "      <td>9335193</td>\n",
-       "      <td>9367369</td>\n",
-       "      <td>9367369</td>\n",
-       "      <td>9443734</td>\n",
-       "      <td>9484520</td>\n",
-       "      <td>9521251</td>\n",
-       "      <td>9554771</td>\n",
-       "      <td>9599640</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>255</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>US</td>\n",
-       "      <td>40.000000</td>\n",
-       "      <td>-100.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>...</td>\n",
-       "      <td>52100740</td>\n",
-       "      <td>52283306</td>\n",
-       "      <td>52827635</td>\n",
-       "      <td>53182318</td>\n",
-       "      <td>53679320</td>\n",
-       "      <td>54269896</td>\n",
-       "      <td>54742382</td>\n",
-       "      <td>54858366</td>\n",
-       "      <td>55106998</td>\n",
-       "      <td>56189547</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>256</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Uganda</td>\n",
-       "      <td>1.373333</td>\n",
-       "      <td>32.290275</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>133232</td>\n",
-       "      <td>134348</td>\n",
-       "      <td>135091</td>\n",
-       "      <td>136065</td>\n",
-       "      <td>137337</td>\n",
-       "      <td>139079</td>\n",
-       "      <td>140737</td>\n",
-       "      <td>142604</td>\n",
-       "      <td>144540</td>\n",
-       "      <td>145963</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>257</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Ukraine</td>\n",
-       "      <td>48.379400</td>\n",
-       "      <td>31.165600</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3820891</td>\n",
-       "      <td>3823879</td>\n",
-       "      <td>3825917</td>\n",
-       "      <td>3828336</td>\n",
-       "      <td>3833952</td>\n",
-       "      <td>3840041</td>\n",
-       "      <td>3847226</td>\n",
-       "      <td>3852397</td>\n",
-       "      <td>3854405</td>\n",
-       "      <td>3856359</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>258</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>United Arab Emirates</td>\n",
-       "      <td>23.424076</td>\n",
-       "      <td>53.847818</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>749530</td>\n",
-       "      <td>751333</td>\n",
-       "      <td>753065</td>\n",
-       "      <td>754911</td>\n",
-       "      <td>757145</td>\n",
-       "      <td>759511</td>\n",
-       "      <td>761937</td>\n",
-       "      <td>764493</td>\n",
-       "      <td>767093</td>\n",
-       "      <td>769608</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>259</th>\n",
-       "      <td>Anguilla</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>18.220600</td>\n",
-       "      <td>-63.068600</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1646</td>\n",
-       "      <td>1646</td>\n",
-       "      <td>1646</td>\n",
-       "      <td>1674</td>\n",
-       "      <td>1674</td>\n",
-       "      <td>1674</td>\n",
-       "      <td>1674</td>\n",
-       "      <td>1674</td>\n",
-       "      <td>1674</td>\n",
-       "      <td>1674</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>260</th>\n",
-       "      <td>Bermuda</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>32.307800</td>\n",
-       "      <td>-64.750500</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6014</td>\n",
-       "      <td>6014</td>\n",
-       "      <td>6014</td>\n",
-       "      <td>6064</td>\n",
-       "      <td>6064</td>\n",
-       "      <td>6420</td>\n",
-       "      <td>6420</td>\n",
-       "      <td>6420</td>\n",
-       "      <td>6420</td>\n",
-       "      <td>6420</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>261</th>\n",
-       "      <td>British Virgin Islands</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>18.420700</td>\n",
-       "      <td>-64.640000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3016</td>\n",
-       "      <td>3016</td>\n",
-       "      <td>3071</td>\n",
-       "      <td>3071</td>\n",
-       "      <td>3071</td>\n",
-       "      <td>3397</td>\n",
-       "      <td>3492</td>\n",
-       "      <td>3492</td>\n",
-       "      <td>3492</td>\n",
-       "      <td>3760</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>262</th>\n",
-       "      <td>Cayman Islands</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>19.313300</td>\n",
-       "      <td>-81.254600</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8386</td>\n",
-       "      <td>8386</td>\n",
-       "      <td>8386</td>\n",
-       "      <td>8386</td>\n",
-       "      <td>8386</td>\n",
-       "      <td>8818</td>\n",
-       "      <td>8818</td>\n",
-       "      <td>8943</td>\n",
-       "      <td>8943</td>\n",
-       "      <td>8943</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>263</th>\n",
-       "      <td>Channel Islands</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>49.372300</td>\n",
-       "      <td>-2.364400</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>23627</td>\n",
-       "      <td>23627</td>\n",
-       "      <td>23627</td>\n",
-       "      <td>23627</td>\n",
-       "      <td>25998</td>\n",
-       "      <td>26799</td>\n",
-       "      <td>27507</td>\n",
-       "      <td>27507</td>\n",
-       "      <td>27507</td>\n",
-       "      <td>27507</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>264</th>\n",
-       "      <td>Falkland Islands (Malvinas)</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>-51.796300</td>\n",
-       "      <td>-59.523600</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>83</td>\n",
-       "      <td>83</td>\n",
-       "      <td>83</td>\n",
-       "      <td>83</td>\n",
-       "      <td>83</td>\n",
-       "      <td>83</td>\n",
-       "      <td>83</td>\n",
-       "      <td>83</td>\n",
-       "      <td>83</td>\n",
-       "      <td>83</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>265</th>\n",
-       "      <td>Gibraltar</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>36.140800</td>\n",
-       "      <td>-5.353600</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8142</td>\n",
-       "      <td>8142</td>\n",
-       "      <td>8220</td>\n",
-       "      <td>8297</td>\n",
-       "      <td>8421</td>\n",
-       "      <td>8533</td>\n",
-       "      <td>8701</td>\n",
-       "      <td>8794</td>\n",
-       "      <td>8821</td>\n",
-       "      <td>8927</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>266</th>\n",
-       "      <td>Isle of Man</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>54.236100</td>\n",
-       "      <td>-4.548100</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>13438</td>\n",
-       "      <td>13438</td>\n",
-       "      <td>13451</td>\n",
-       "      <td>13487</td>\n",
-       "      <td>13487</td>\n",
-       "      <td>13578</td>\n",
-       "      <td>13641</td>\n",
-       "      <td>13695</td>\n",
-       "      <td>13695</td>\n",
-       "      <td>13754</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>267</th>\n",
-       "      <td>Montserrat</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>16.742498</td>\n",
-       "      <td>-62.187366</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>45</td>\n",
-       "      <td>45</td>\n",
-       "      <td>45</td>\n",
-       "      <td>45</td>\n",
-       "      <td>45</td>\n",
-       "      <td>46</td>\n",
-       "      <td>46</td>\n",
-       "      <td>50</td>\n",
-       "      <td>51</td>\n",
-       "      <td>66</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>268</th>\n",
-       "      <td>Saint Helena, Ascension and Tristan da Cunha</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>-7.946700</td>\n",
-       "      <td>-14.355900</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>269</th>\n",
-       "      <td>Turks and Caicos Islands</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>21.694000</td>\n",
-       "      <td>-71.797900</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3235</td>\n",
-       "      <td>3235</td>\n",
-       "      <td>3276</td>\n",
-       "      <td>3283</td>\n",
-       "      <td>3283</td>\n",
-       "      <td>3283</td>\n",
-       "      <td>3284</td>\n",
-       "      <td>3408</td>\n",
-       "      <td>3560</td>\n",
-       "      <td>3562</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>270</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>55.378100</td>\n",
-       "      <td>-3.436000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11891292</td>\n",
-       "      <td>11891292</td>\n",
-       "      <td>12209991</td>\n",
-       "      <td>12338676</td>\n",
-       "      <td>12559926</td>\n",
-       "      <td>12748050</td>\n",
-       "      <td>12937886</td>\n",
-       "      <td>13100458</td>\n",
-       "      <td>13235401</td>\n",
-       "      <td>13422815</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>271</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Uruguay</td>\n",
-       "      <td>-32.522800</td>\n",
-       "      <td>-55.765800</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>407099</td>\n",
-       "      <td>407381</td>\n",
-       "      <td>407981</td>\n",
-       "      <td>408894</td>\n",
-       "      <td>410311</td>\n",
-       "      <td>411658</td>\n",
-       "      <td>413383</td>\n",
-       "      <td>414294</td>\n",
-       "      <td>415249</td>\n",
-       "      <td>416970</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>272</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Uzbekistan</td>\n",
-       "      <td>41.377491</td>\n",
-       "      <td>64.585262</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>198099</td>\n",
-       "      <td>198242</td>\n",
-       "      <td>198387</td>\n",
-       "      <td>198487</td>\n",
-       "      <td>198626</td>\n",
-       "      <td>198769</td>\n",
-       "      <td>198903</td>\n",
-       "      <td>199030</td>\n",
-       "      <td>199118</td>\n",
-       "      <td>199182</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>273</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Vanuatu</td>\n",
-       "      <td>-15.376700</td>\n",
-       "      <td>166.959200</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>274</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Venezuela</td>\n",
-       "      <td>6.423800</td>\n",
-       "      <td>-66.589700</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>442999</td>\n",
-       "      <td>443332</td>\n",
-       "      <td>443332</td>\n",
-       "      <td>443983</td>\n",
-       "      <td>443983</td>\n",
-       "      <td>444411</td>\n",
-       "      <td>444635</td>\n",
-       "      <td>444828</td>\n",
-       "      <td>444972</td>\n",
-       "      <td>445082</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>275</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Vietnam</td>\n",
-       "      <td>14.058324</td>\n",
-       "      <td>108.277199</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1636455</td>\n",
-       "      <td>1651673</td>\n",
-       "      <td>1666545</td>\n",
-       "      <td>1680985</td>\n",
-       "      <td>1694874</td>\n",
-       "      <td>1714742</td>\n",
-       "      <td>1731257</td>\n",
-       "      <td>1746092</td>\n",
-       "      <td>1763040</td>\n",
-       "      <td>1778976</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>276</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>West Bank and Gaza</td>\n",
-       "      <td>31.952200</td>\n",
-       "      <td>35.233200</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>467682</td>\n",
-       "      <td>467682</td>\n",
-       "      <td>468619</td>\n",
-       "      <td>469452</td>\n",
-       "      <td>469748</td>\n",
-       "      <td>469748</td>\n",
-       "      <td>469748</td>\n",
-       "      <td>469748</td>\n",
-       "      <td>469748</td>\n",
-       "      <td>469748</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>277</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Yemen</td>\n",
-       "      <td>15.552727</td>\n",
-       "      <td>48.516388</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10111</td>\n",
-       "      <td>10115</td>\n",
-       "      <td>10118</td>\n",
-       "      <td>10123</td>\n",
-       "      <td>10125</td>\n",
-       "      <td>10126</td>\n",
-       "      <td>10126</td>\n",
-       "      <td>10127</td>\n",
-       "      <td>10130</td>\n",
-       "      <td>10138</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>278</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Zambia</td>\n",
-       "      <td>-13.133897</td>\n",
-       "      <td>27.849332</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>231581</td>\n",
-       "      <td>233120</td>\n",
-       "      <td>234476</td>\n",
-       "      <td>238383</td>\n",
-       "      <td>243638</td>\n",
-       "      <td>249193</td>\n",
-       "      <td>254274</td>\n",
-       "      <td>257948</td>\n",
-       "      <td>259677</td>\n",
-       "      <td>261221</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>279</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Zimbabwe</td>\n",
-       "      <td>-19.015438</td>\n",
-       "      <td>29.154857</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>203746</td>\n",
-       "      <td>204351</td>\n",
-       "      <td>205449</td>\n",
-       "      <td>207548</td>\n",
-       "      <td>207548</td>\n",
-       "      <td>211728</td>\n",
-       "      <td>213258</td>\n",
-       "      <td>214214</td>\n",
-       "      <td>214214</td>\n",
-       "      <td>216087</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>280 rows × 717 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                   Province/State          Country/Region  \\\n",
-       "0                                             NaN             Afghanistan   \n",
-       "1                                             NaN                 Albania   \n",
-       "2                                             NaN                 Algeria   \n",
-       "3                                             NaN                 Andorra   \n",
-       "4                                             NaN                  Angola   \n",
-       "5                                             NaN     Antigua and Barbuda   \n",
-       "6                                             NaN               Argentina   \n",
-       "7                                             NaN                 Armenia   \n",
-       "8                    Australian Capital Territory               Australia   \n",
-       "9                                 New South Wales               Australia   \n",
-       "10                             Northern Territory               Australia   \n",
-       "11                                     Queensland               Australia   \n",
-       "12                                South Australia               Australia   \n",
-       "13                                       Tasmania               Australia   \n",
-       "14                                       Victoria               Australia   \n",
-       "15                              Western Australia               Australia   \n",
-       "16                                            NaN                 Austria   \n",
-       "17                                            NaN              Azerbaijan   \n",
-       "18                                            NaN                 Bahamas   \n",
-       "19                                            NaN                 Bahrain   \n",
-       "20                                            NaN              Bangladesh   \n",
-       "21                                            NaN                Barbados   \n",
-       "22                                            NaN                 Belarus   \n",
-       "23                                            NaN                 Belgium   \n",
-       "24                                            NaN                  Belize   \n",
-       "25                                            NaN                   Benin   \n",
-       "26                                            NaN                  Bhutan   \n",
-       "27                                            NaN                 Bolivia   \n",
-       "28                                            NaN  Bosnia and Herzegovina   \n",
-       "29                                            NaN                Botswana   \n",
-       "..                                            ...                     ...   \n",
-       "250                                           NaN                    Togo   \n",
-       "251                                           NaN                   Tonga   \n",
-       "252                                           NaN     Trinidad and Tobago   \n",
-       "253                                           NaN                 Tunisia   \n",
-       "254                                           NaN                  Turkey   \n",
-       "255                                           NaN                      US   \n",
-       "256                                           NaN                  Uganda   \n",
-       "257                                           NaN                 Ukraine   \n",
-       "258                                           NaN    United Arab Emirates   \n",
-       "259                                      Anguilla          United Kingdom   \n",
-       "260                                       Bermuda          United Kingdom   \n",
-       "261                        British Virgin Islands          United Kingdom   \n",
-       "262                                Cayman Islands          United Kingdom   \n",
-       "263                               Channel Islands          United Kingdom   \n",
-       "264                   Falkland Islands (Malvinas)          United Kingdom   \n",
-       "265                                     Gibraltar          United Kingdom   \n",
-       "266                                   Isle of Man          United Kingdom   \n",
-       "267                                    Montserrat          United Kingdom   \n",
-       "268  Saint Helena, Ascension and Tristan da Cunha          United Kingdom   \n",
-       "269                      Turks and Caicos Islands          United Kingdom   \n",
-       "270                                           NaN          United Kingdom   \n",
-       "271                                           NaN                 Uruguay   \n",
-       "272                                           NaN              Uzbekistan   \n",
-       "273                                           NaN                 Vanuatu   \n",
-       "274                                           NaN               Venezuela   \n",
-       "275                                           NaN                 Vietnam   \n",
-       "276                                           NaN      West Bank and Gaza   \n",
-       "277                                           NaN                   Yemen   \n",
-       "278                                           NaN                  Zambia   \n",
-       "279                                           NaN                Zimbabwe   \n",
-       "\n",
-       "           Lat        Long  1/22/20  1/23/20  1/24/20  1/25/20  1/26/20  \\\n",
-       "0    33.939110   67.709953        0        0        0        0        0   \n",
-       "1    41.153300   20.168300        0        0        0        0        0   \n",
-       "2    28.033900    1.659600        0        0        0        0        0   \n",
-       "3    42.506300    1.521800        0        0        0        0        0   \n",
-       "4   -11.202700   17.873900        0        0        0        0        0   \n",
-       "5    17.060800  -61.796400        0        0        0        0        0   \n",
-       "6   -38.416100  -63.616700        0        0        0        0        0   \n",
-       "7    40.069100   45.038200        0        0        0        0        0   \n",
-       "8   -35.473500  149.012400        0        0        0        0        0   \n",
-       "9   -33.868800  151.209300        0        0        0        0        3   \n",
-       "10  -12.463400  130.845600        0        0        0        0        0   \n",
-       "11  -27.469800  153.025100        0        0        0        0        0   \n",
-       "12  -34.928500  138.600700        0        0        0        0        0   \n",
-       "13  -42.882100  147.327200        0        0        0        0        0   \n",
-       "14  -37.813600  144.963100        0        0        0        0        1   \n",
-       "15  -31.950500  115.860500        0        0        0        0        0   \n",
-       "16   47.516200   14.550100        0        0        0        0        0   \n",
-       "17   40.143100   47.576900        0        0        0        0        0   \n",
-       "18   25.025885  -78.035889        0        0        0        0        0   \n",
-       "19   26.027500   50.550000        0        0        0        0        0   \n",
-       "20   23.685000   90.356300        0        0        0        0        0   \n",
-       "21   13.193900  -59.543200        0        0        0        0        0   \n",
-       "22   53.709800   27.953400        0        0        0        0        0   \n",
-       "23   50.833300    4.469936        0        0        0        0        0   \n",
-       "24   17.189900  -88.497600        0        0        0        0        0   \n",
-       "25    9.307700    2.315800        0        0        0        0        0   \n",
-       "26   27.514200   90.433600        0        0        0        0        0   \n",
-       "27  -16.290200  -63.588700        0        0        0        0        0   \n",
-       "28   43.915900   17.679100        0        0        0        0        0   \n",
-       "29  -22.328500   24.684900        0        0        0        0        0   \n",
-       "..         ...         ...      ...      ...      ...      ...      ...   \n",
-       "250   8.619500    0.824800        0        0        0        0        0   \n",
-       "251 -21.179000 -175.198200        0        0        0        0        0   \n",
-       "252  10.691800  -61.222500        0        0        0        0        0   \n",
-       "253  33.886917    9.537499        0        0        0        0        0   \n",
-       "254  38.963700   35.243300        0        0        0        0        0   \n",
-       "255  40.000000 -100.000000        1        1        2        2        5   \n",
-       "256   1.373333   32.290275        0        0        0        0        0   \n",
-       "257  48.379400   31.165600        0        0        0        0        0   \n",
-       "258  23.424076   53.847818        0        0        0        0        0   \n",
-       "259  18.220600  -63.068600        0        0        0        0        0   \n",
-       "260  32.307800  -64.750500        0        0        0        0        0   \n",
-       "261  18.420700  -64.640000        0        0        0        0        0   \n",
-       "262  19.313300  -81.254600        0        0        0        0        0   \n",
-       "263  49.372300   -2.364400        0        0        0        0        0   \n",
-       "264 -51.796300  -59.523600        0        0        0        0        0   \n",
-       "265  36.140800   -5.353600        0        0        0        0        0   \n",
-       "266  54.236100   -4.548100        0        0        0        0        0   \n",
-       "267  16.742498  -62.187366        0        0        0        0        0   \n",
-       "268  -7.946700  -14.355900        0        0        0        0        0   \n",
-       "269  21.694000  -71.797900        0        0        0        0        0   \n",
-       "270  55.378100   -3.436000        0        0        0        0        0   \n",
-       "271 -32.522800  -55.765800        0        0        0        0        0   \n",
-       "272  41.377491   64.585262        0        0        0        0        0   \n",
-       "273 -15.376700  166.959200        0        0        0        0        0   \n",
-       "274   6.423800  -66.589700        0        0        0        0        0   \n",
-       "275  14.058324  108.277199        0        2        2        2        2   \n",
-       "276  31.952200   35.233200        0        0        0        0        0   \n",
-       "277  15.552727   48.516388        0        0        0        0        0   \n",
-       "278 -13.133897   27.849332        0        0        0        0        0   \n",
-       "279 -19.015438   29.154857        0        0        0        0        0   \n",
-       "\n",
-       "     1/27/20    ...     12/25/21  12/26/21  12/27/21  12/28/21  12/29/21  \\\n",
-       "0          0    ...       157895    157951    157967    157998    158037   \n",
-       "1          0    ...       207542    207709    207709    208352    208899   \n",
-       "2          0    ...       216376    216637    216930    217265    217647   \n",
-       "3          0    ...        21730     21730     22332     22540     22823   \n",
-       "4          0    ...        71142     71752     71752     76787     78475   \n",
-       "5          0    ...         4236      4236      4259      4259      4259   \n",
-       "6          0    ...      5452419   5460042   5480305   5514207   5556239   \n",
-       "7          0    ...       344379    344481    344540    344649    344737   \n",
-       "8          0    ...         2765      2942      3186      3311      3559   \n",
-       "9          4    ...       130701    137011    143042    154191    166373   \n",
-       "10         0    ...          414       444       448       474       496   \n",
-       "11         0    ...         4322      5033      6961      8534     10752   \n",
-       "12         0    ...         3550      4324      5162      6160      7625   \n",
-       "13         0    ...          353       434       483       540       637   \n",
-       "14         1    ...       157347    159147    161845    165595    170732   \n",
-       "15         0    ...         1142      1143      1148      1148      1148   \n",
-       "16         0    ...      1262836   1264553   1266103   1268519   1271770   \n",
-       "17         0    ...       614119    614630    614936    615312    615842   \n",
-       "18         0    ...        23539     23539     23539     23539     24204   \n",
-       "19         0    ...       279518    279805    280109    280482    280876   \n",
-       "20         0    ...      1582985   1583253   1583626   1584023   1584518   \n",
-       "21         0    ...        27629     27673     27724     27836     28063   \n",
-       "22         0    ...       692601    693584    694226    694727    696220   \n",
-       "23         0    ...      2038111   2038111   2052871   2062836   2075781   \n",
-       "24         0    ...        31503     31503     31503     31734     32067   \n",
-       "25         0    ...        24935     24935     24935     24935     24935   \n",
-       "26         0    ...         2659      2660      2660      2660      2660   \n",
-       "27         0    ...       575247    576602    577808    580690    585624   \n",
-       "28         0    ...       287276    287276    288128    288876    289676   \n",
-       "29         0    ...       208994    208994    212482    212482    212482   \n",
-       "..       ...    ...          ...       ...       ...       ...       ...   \n",
-       "250        0    ...        27992     28268     28504     28925     28925   \n",
-       "251        0    ...            1         1         1         1         1   \n",
-       "252        0    ...        89364     89829     90004     90364     90829   \n",
-       "253        0    ...       722795    722795    723422    724092    724092   \n",
-       "254        0    ...      9268486   9309094   9335193   9367369   9367369   \n",
-       "255        5    ...     52100740  52283306  52827635  53182318  53679320   \n",
-       "256        0    ...       133232    134348    135091    136065    137337   \n",
-       "257        0    ...      3820891   3823879   3825917   3828336   3833952   \n",
-       "258        0    ...       749530    751333    753065    754911    757145   \n",
-       "259        0    ...         1646      1646      1646      1674      1674   \n",
-       "260        0    ...         6014      6014      6014      6064      6064   \n",
-       "261        0    ...         3016      3016      3071      3071      3071   \n",
-       "262        0    ...         8386      8386      8386      8386      8386   \n",
-       "263        0    ...        23627     23627     23627     23627     25998   \n",
-       "264        0    ...           83        83        83        83        83   \n",
-       "265        0    ...         8142      8142      8220      8297      8421   \n",
-       "266        0    ...        13438     13438     13451     13487     13487   \n",
-       "267        0    ...           45        45        45        45        45   \n",
-       "268        0    ...            4         4         4         4         4   \n",
-       "269        0    ...         3235      3235      3276      3283      3283   \n",
-       "270        0    ...     11891292  11891292  12209991  12338676  12559926   \n",
-       "271        0    ...       407099    407381    407981    408894    410311   \n",
-       "272        0    ...       198099    198242    198387    198487    198626   \n",
-       "273        0    ...            7         7         7         7         7   \n",
-       "274        0    ...       442999    443332    443332    443983    443983   \n",
-       "275        2    ...      1636455   1651673   1666545   1680985   1694874   \n",
-       "276        0    ...       467682    467682    468619    469452    469748   \n",
-       "277        0    ...        10111     10115     10118     10123     10125   \n",
-       "278        0    ...       231581    233120    234476    238383    243638   \n",
-       "279        0    ...       203746    204351    205449    207548    207548   \n",
-       "\n",
-       "     12/30/21  12/31/21    1/1/22    1/2/22    1/3/22  \n",
-       "0      158056    158084    158107    158189    158183  \n",
-       "1      208899    210224    210224    210885    210885  \n",
-       "2      218037    218432    218818    219159    219532  \n",
-       "3       23122     23740     23740     23740     24502  \n",
-       "4       79871     81593     82398     82920     83764  \n",
-       "5        4283      4283      4283      4283      4283  \n",
-       "6     5606745   5654408   5674428   5694930   5739326  \n",
-       "7      344826    344930    344980    345007    345036  \n",
-       "8        3564      4010      4919      5323      5323  \n",
-       "9      166373    187504    228307    249064    272160  \n",
-       "10        510       572       624       624       880  \n",
-       "11      10752     13863     19707     19707     23941  \n",
-       "12       8993     11078     15476     15473     18021  \n",
-       "13        637       785      1613      1628      2259  \n",
-       "14     176614    183976    191148    199576    213548  \n",
-       "15       1153      1161      1161      1168      1176  \n",
-       "16    1274995   1278619   1282227   1285510   1288829  \n",
-       "17     616352    616947    617311    617679    617952  \n",
-       "18      24269     24476     24476     25285     25534  \n",
-       "19     281406    282062    282677    283344    284224  \n",
-       "20    1585027   1585539   1585909   1586466   1587140  \n",
-       "21      28310     28565     28810     28960     29160  \n",
-       "22     697600    699110    700421    701192    701699  \n",
-       "23    2089657   2105343   2105343   2105343   2133284  \n",
-       "24      32488     32840     32840     32840     33457  \n",
-       "25      24935     24935     24935     24935     24935  \n",
-       "26       2660      2660      2660      2660      2664  \n",
-       "27     591773    599753    599753    611031    622312  \n",
-       "28     290471    291313    291313    291313    291313  \n",
-       "29     219509    219509    219509    219509    222053  \n",
-       "..        ...       ...       ...       ...       ...  \n",
-       "250     29416     30163     30163     31165     31390  \n",
-       "251         1         1         1         1         1  \n",
-       "252     91320     91899     92201     92659     92997  \n",
-       "253    724680    726706    727843    728260    728802  \n",
-       "254   9443734   9484520   9521251   9554771   9599640  \n",
-       "255  54269896  54742382  54858366  55106998  56189547  \n",
-       "256    139079    140737    142604    144540    145963  \n",
-       "257   3840041   3847226   3852397   3854405   3856359  \n",
-       "258    759511    761937    764493    767093    769608  \n",
-       "259      1674      1674      1674      1674      1674  \n",
-       "260      6420      6420      6420      6420      6420  \n",
-       "261      3397      3492      3492      3492      3760  \n",
-       "262      8818      8818      8943      8943      8943  \n",
-       "263     26799     27507     27507     27507     27507  \n",
-       "264        83        83        83        83        83  \n",
-       "265      8533      8701      8794      8821      8927  \n",
-       "266     13578     13641     13695     13695     13754  \n",
-       "267        46        46        50        51        66  \n",
-       "268         4         4         4         4         4  \n",
-       "269      3283      3284      3408      3560      3562  \n",
-       "270  12748050  12937886  13100458  13235401  13422815  \n",
-       "271    411658    413383    414294    415249    416970  \n",
-       "272    198769    198903    199030    199118    199182  \n",
-       "273         7         7         7         7         7  \n",
-       "274    444411    444635    444828    444972    445082  \n",
-       "275   1714742   1731257   1746092   1763040   1778976  \n",
-       "276    469748    469748    469748    469748    469748  \n",
-       "277     10126     10126     10127     10130     10138  \n",
-       "278    249193    254274    257948    259677    261221  \n",
-       "279    211728    213258    214214    214214    216087  \n",
-       "\n",
-       "[280 rows x 717 columns]"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_url = 'https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv'\n",
-    "data_file = \"covid_series.csv\"\n",
-    "\n",
-    "if not os.path.exists(data_file):\n",
-    "    urllib.request.urlretrieve(data_url, data_file)\n",
-    "\n",
-    "raw_data = pd.read_csv(data_url, skiprows=0)\n",
-    "raw_data"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "On remarque que les 4 premières colonnes de *raw_data* peuvent être considérées comme des métadonnées et seront retirées du DataFrame par la suite ou placées en index. On fera attention de bien conserver le pays + la région dans les index des colonnes pour éviter les doublons. \n",
-    "\n",
-    "*Note : j'ai remplacé les np.nan par des chaînes de caractères vides et j'ai transposé le tableau pour traiter les données comme j'ai l'habitude*"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "      <th></th>\n",
-       "      <th>Date</th>\n",
-       "      <th>Afghanistan</th>\n",
-       "      <th>Albania</th>\n",
-       "      <th>Algeria</th>\n",
-       "      <th>Andorra</th>\n",
-       "      <th>Angola</th>\n",
-       "      <th>Antigua and Barbuda</th>\n",
-       "      <th>Argentina</th>\n",
-       "      <th>Armenia</th>\n",
-       "      <th>Australian Capital Territory Australia</th>\n",
-       "      <th>...</th>\n",
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-       "      <th>West Bank and Gaza</th>\n",
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-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>1/24/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>1/25/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>1/26/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>1/27/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>1/28/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>1/29/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>1/30/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>1/31/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>2/1/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>2/2/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>2/3/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>2/4/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>2/5/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>2/6/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>2/7/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>2/8/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>13</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>13</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>2/9/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>14</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>13</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>2/10/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>14</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>14</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>2/11/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>15</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>15</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>2/12/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>16</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>15</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>2/13/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>17</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>2/14/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>18</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>2/15/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>18</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>2/16/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>18</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>2/17/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>19</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>2/18/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>19</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>2/19/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>2/20/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>22</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>683</th>\n",
-       "      <td>12/5/21</td>\n",
-       "      <td>157454</td>\n",
-       "      <td>201730</td>\n",
-       "      <td>211469</td>\n",
-       "      <td>18010</td>\n",
-       "      <td>65259</td>\n",
-       "      <td>4147</td>\n",
-       "      <td>5340676</td>\n",
-       "      <td>340723</td>\n",
-       "      <td>2165</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10464389</td>\n",
-       "      <td>400925</td>\n",
-       "      <td>194333</td>\n",
-       "      <td>6</td>\n",
-       "      <td>434918</td>\n",
-       "      <td>1309092</td>\n",
-       "      <td>461467</td>\n",
-       "      <td>10025</td>\n",
-       "      <td>210312</td>\n",
-       "      <td>139046</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>684</th>\n",
-       "      <td>12/6/21</td>\n",
-       "      <td>157499</td>\n",
-       "      <td>201902</td>\n",
-       "      <td>211662</td>\n",
-       "      <td>18631</td>\n",
-       "      <td>65259</td>\n",
-       "      <td>4148</td>\n",
-       "      <td>5343153</td>\n",
-       "      <td>340818</td>\n",
-       "      <td>2167</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10515239</td>\n",
-       "      <td>401103</td>\n",
-       "      <td>194556</td>\n",
-       "      <td>6</td>\n",
-       "      <td>434918</td>\n",
-       "      <td>1323683</td>\n",
-       "      <td>462219</td>\n",
-       "      <td>10034</td>\n",
-       "      <td>210327</td>\n",
-       "      <td>139046</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>685</th>\n",
-       "      <td>12/7/21</td>\n",
-       "      <td>157508</td>\n",
-       "      <td>202295</td>\n",
-       "      <td>211859</td>\n",
-       "      <td>18815</td>\n",
-       "      <td>65301</td>\n",
-       "      <td>4148</td>\n",
-       "      <td>5346242</td>\n",
-       "      <td>341058</td>\n",
-       "      <td>2175</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10560341</td>\n",
-       "      <td>401340</td>\n",
-       "      <td>194703</td>\n",
-       "      <td>6</td>\n",
-       "      <td>435461</td>\n",
-       "      <td>1337523</td>\n",
-       "      <td>462621</td>\n",
-       "      <td>10043</td>\n",
-       "      <td>210374</td>\n",
-       "      <td>141601</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>686</th>\n",
-       "      <td>12/8/21</td>\n",
-       "      <td>157542</td>\n",
-       "      <td>202641</td>\n",
-       "      <td>212047</td>\n",
-       "      <td>18815</td>\n",
-       "      <td>65332</td>\n",
-       "      <td>4151</td>\n",
-       "      <td>5348123</td>\n",
-       "      <td>341468</td>\n",
-       "      <td>2179</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10610958</td>\n",
-       "      <td>401640</td>\n",
-       "      <td>194904</td>\n",
-       "      <td>6</td>\n",
-       "      <td>435825</td>\n",
-       "      <td>1352122</td>\n",
-       "      <td>462958</td>\n",
-       "      <td>10047</td>\n",
-       "      <td>210436</td>\n",
-       "      <td>150628</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>687</th>\n",
-       "      <td>12/9/21</td>\n",
-       "      <td>157585</td>\n",
-       "      <td>202863</td>\n",
-       "      <td>212224</td>\n",
-       "      <td>19272</td>\n",
-       "      <td>65346</td>\n",
-       "      <td>4151</td>\n",
-       "      <td>5350867</td>\n",
-       "      <td>341768</td>\n",
-       "      <td>2179</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10660981</td>\n",
-       "      <td>401897</td>\n",
-       "      <td>195098</td>\n",
-       "      <td>6</td>\n",
-       "      <td>436602</td>\n",
-       "      <td>1367433</td>\n",
-       "      <td>463277</td>\n",
-       "      <td>10047</td>\n",
-       "      <td>210562</td>\n",
-       "      <td>155817</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>688</th>\n",
-       "      <td>12/10/21</td>\n",
-       "      <td>157603</td>\n",
-       "      <td>203215</td>\n",
-       "      <td>212434</td>\n",
-       "      <td>19440</td>\n",
-       "      <td>65371</td>\n",
-       "      <td>4159</td>\n",
-       "      <td>5354440</td>\n",
-       "      <td>342115</td>\n",
-       "      <td>2196</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10719165</td>\n",
-       "      <td>402149</td>\n",
-       "      <td>195246</td>\n",
-       "      <td>6</td>\n",
-       "      <td>437113</td>\n",
-       "      <td>1382272</td>\n",
-       "      <td>463573</td>\n",
-       "      <td>10056</td>\n",
-       "      <td>210724</td>\n",
-       "      <td>155817</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>689</th>\n",
-       "      <td>12/11/21</td>\n",
-       "      <td>157611</td>\n",
-       "      <td>203524</td>\n",
-       "      <td>212652</td>\n",
-       "      <td>19440</td>\n",
-       "      <td>65397</td>\n",
-       "      <td>4159</td>\n",
-       "      <td>5356885</td>\n",
-       "      <td>342405</td>\n",
-       "      <td>2197</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10771444</td>\n",
-       "      <td>402383</td>\n",
-       "      <td>195524</td>\n",
-       "      <td>6</td>\n",
-       "      <td>437887</td>\n",
-       "      <td>1398413</td>\n",
-       "      <td>463573</td>\n",
-       "      <td>10063</td>\n",
-       "      <td>210959</td>\n",
-       "      <td>165002</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>690</th>\n",
-       "      <td>12/12/21</td>\n",
-       "      <td>157633</td>\n",
-       "      <td>203787</td>\n",
-       "      <td>212848</td>\n",
-       "      <td>19440</td>\n",
-       "      <td>65404</td>\n",
-       "      <td>4162</td>\n",
-       "      <td>5358455</td>\n",
-       "      <td>342538</td>\n",
-       "      <td>2200</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10819515</td>\n",
-       "      <td>402509</td>\n",
-       "      <td>195747</td>\n",
-       "      <td>6</td>\n",
-       "      <td>438683</td>\n",
-       "      <td>1413051</td>\n",
-       "      <td>463573</td>\n",
-       "      <td>10069</td>\n",
-       "      <td>211077</td>\n",
-       "      <td>167140</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>691</th>\n",
-       "      <td>12/13/21</td>\n",
-       "      <td>157648</td>\n",
-       "      <td>203925</td>\n",
-       "      <td>213058</td>\n",
-       "      <td>19440</td>\n",
-       "      <td>65404</td>\n",
-       "      <td>4162</td>\n",
-       "      <td>5361967</td>\n",
-       "      <td>342604</td>\n",
-       "      <td>2204</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10873468</td>\n",
-       "      <td>402509</td>\n",
-       "      <td>195958</td>\n",
-       "      <td>6</td>\n",
-       "      <td>438683</td>\n",
-       "      <td>1428428</td>\n",
-       "      <td>464341</td>\n",
-       "      <td>10072</td>\n",
-       "      <td>211234</td>\n",
-       "      <td>167140</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>692</th>\n",
-       "      <td>12/14/21</td>\n",
-       "      <td>157660</td>\n",
-       "      <td>204301</td>\n",
-       "      <td>213288</td>\n",
-       "      <td>20136</td>\n",
-       "      <td>65431</td>\n",
-       "      <td>4177</td>\n",
-       "      <td>5366522</td>\n",
-       "      <td>342765</td>\n",
-       "      <td>2210</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10932545</td>\n",
-       "      <td>402978</td>\n",
-       "      <td>196094</td>\n",
-       "      <td>7</td>\n",
-       "      <td>439089</td>\n",
-       "      <td>1443648</td>\n",
-       "      <td>464751</td>\n",
-       "      <td>10075</td>\n",
-       "      <td>211705</td>\n",
-       "      <td>172012</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>693</th>\n",
-       "      <td>12/15/21</td>\n",
-       "      <td>157665</td>\n",
-       "      <td>204627</td>\n",
-       "      <td>213533</td>\n",
-       "      <td>20136</td>\n",
-       "      <td>65565</td>\n",
-       "      <td>4177</td>\n",
-       "      <td>5371341</td>\n",
-       "      <td>342977</td>\n",
-       "      <td>2222</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11010286</td>\n",
-       "      <td>403293</td>\n",
-       "      <td>196303</td>\n",
-       "      <td>7</td>\n",
-       "      <td>439444</td>\n",
-       "      <td>1459175</td>\n",
-       "      <td>465094</td>\n",
-       "      <td>10081</td>\n",
-       "      <td>212278</td>\n",
-       "      <td>177690</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>694</th>\n",
-       "      <td>12/16/21</td>\n",
-       "      <td>157725</td>\n",
-       "      <td>204928</td>\n",
-       "      <td>213745</td>\n",
-       "      <td>20549</td>\n",
-       "      <td>65648</td>\n",
-       "      <td>4178</td>\n",
-       "      <td>5376642</td>\n",
-       "      <td>343157</td>\n",
-       "      <td>2242</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11097851</td>\n",
-       "      <td>403582</td>\n",
-       "      <td>196522</td>\n",
-       "      <td>7</td>\n",
-       "      <td>439935</td>\n",
-       "      <td>1493237</td>\n",
-       "      <td>465094</td>\n",
-       "      <td>10086</td>\n",
-       "      <td>213139</td>\n",
-       "      <td>182057</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>695</th>\n",
-       "      <td>12/17/21</td>\n",
-       "      <td>157734</td>\n",
-       "      <td>205224</td>\n",
-       "      <td>214044</td>\n",
-       "      <td>20549</td>\n",
-       "      <td>65760</td>\n",
-       "      <td>4186</td>\n",
-       "      <td>5382290</td>\n",
-       "      <td>343350</td>\n",
-       "      <td>2260</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11190354</td>\n",
-       "      <td>403899</td>\n",
-       "      <td>196739</td>\n",
-       "      <td>7</td>\n",
-       "      <td>440398</td>\n",
-       "      <td>1508473</td>\n",
-       "      <td>465094</td>\n",
-       "      <td>10092</td>\n",
-       "      <td>214433</td>\n",
-       "      <td>189567</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>696</th>\n",
-       "      <td>12/18/21</td>\n",
-       "      <td>157745</td>\n",
-       "      <td>205549</td>\n",
-       "      <td>214330</td>\n",
-       "      <td>20549</td>\n",
-       "      <td>65868</td>\n",
-       "      <td>4198</td>\n",
-       "      <td>5386453</td>\n",
-       "      <td>343506</td>\n",
-       "      <td>2278</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11279428</td>\n",
-       "      <td>404255</td>\n",
-       "      <td>196900</td>\n",
-       "      <td>7</td>\n",
-       "      <td>440784</td>\n",
-       "      <td>1524368</td>\n",
-       "      <td>465094</td>\n",
-       "      <td>10097</td>\n",
-       "      <td>215472</td>\n",
-       "      <td>189567</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>697</th>\n",
-       "      <td>12/19/21</td>\n",
-       "      <td>157787</td>\n",
-       "      <td>205777</td>\n",
-       "      <td>214592</td>\n",
-       "      <td>20549</td>\n",
-       "      <td>65938</td>\n",
-       "      <td>4198</td>\n",
-       "      <td>5389707</td>\n",
-       "      <td>343636</td>\n",
-       "      <td>2291</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11361387</td>\n",
-       "      <td>404460</td>\n",
-       "      <td>197074</td>\n",
-       "      <td>7</td>\n",
-       "      <td>441562</td>\n",
-       "      <td>1540478</td>\n",
-       "      <td>465094</td>\n",
-       "      <td>10101</td>\n",
-       "      <td>216508</td>\n",
-       "      <td>191673</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>698</th>\n",
-       "      <td>12/20/21</td>\n",
-       "      <td>157797</td>\n",
-       "      <td>205897</td>\n",
-       "      <td>214835</td>\n",
-       "      <td>21062</td>\n",
-       "      <td>66086</td>\n",
-       "      <td>4198</td>\n",
-       "      <td>5395044</td>\n",
-       "      <td>343708</td>\n",
-       "      <td>2307</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11453121</td>\n",
-       "      <td>404821</td>\n",
-       "      <td>197268</td>\n",
-       "      <td>7</td>\n",
-       "      <td>441562</td>\n",
-       "      <td>1555455</td>\n",
-       "      <td>466669</td>\n",
-       "      <td>10102</td>\n",
-       "      <td>217117</td>\n",
-       "      <td>195079</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>699</th>\n",
-       "      <td>12/21/21</td>\n",
-       "      <td>157816</td>\n",
-       "      <td>206273</td>\n",
-       "      <td>215145</td>\n",
-       "      <td>21062</td>\n",
-       "      <td>66566</td>\n",
-       "      <td>4201</td>\n",
-       "      <td>5404380</td>\n",
-       "      <td>343845</td>\n",
-       "      <td>2365</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11542143</td>\n",
-       "      <td>405236</td>\n",
-       "      <td>197392</td>\n",
-       "      <td>7</td>\n",
-       "      <td>441937</td>\n",
-       "      <td>1571780</td>\n",
-       "      <td>467058</td>\n",
-       "      <td>10103</td>\n",
-       "      <td>219023</td>\n",
-       "      <td>197768</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>700</th>\n",
-       "      <td>12/22/21</td>\n",
-       "      <td>157841</td>\n",
-       "      <td>206616</td>\n",
-       "      <td>215430</td>\n",
-       "      <td>21372</td>\n",
-       "      <td>67199</td>\n",
-       "      <td>4205</td>\n",
-       "      <td>5415501</td>\n",
-       "      <td>343997</td>\n",
-       "      <td>2450</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11647473</td>\n",
-       "      <td>405681</td>\n",
-       "      <td>197566</td>\n",
-       "      <td>7</td>\n",
-       "      <td>442178</td>\n",
-       "      <td>1588335</td>\n",
-       "      <td>467391</td>\n",
-       "      <td>10103</td>\n",
-       "      <td>221880</td>\n",
-       "      <td>199404</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>701</th>\n",
-       "      <td>12/23/21</td>\n",
-       "      <td>157878</td>\n",
-       "      <td>206935</td>\n",
-       "      <td>215723</td>\n",
-       "      <td>21571</td>\n",
-       "      <td>68362</td>\n",
-       "      <td>4216</td>\n",
-       "      <td>5428957</td>\n",
-       "      <td>344126</td>\n",
-       "      <td>2552</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11769921</td>\n",
-       "      <td>406127</td>\n",
-       "      <td>197753</td>\n",
-       "      <td>7</td>\n",
-       "      <td>442431</td>\n",
-       "      <td>1604712</td>\n",
-       "      <td>467682</td>\n",
-       "      <td>10105</td>\n",
-       "      <td>225260</td>\n",
-       "      <td>201344</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>702</th>\n",
-       "      <td>12/24/21</td>\n",
-       "      <td>157887</td>\n",
-       "      <td>207221</td>\n",
-       "      <td>216098</td>\n",
-       "      <td>21730</td>\n",
-       "      <td>70221</td>\n",
-       "      <td>4216</td>\n",
-       "      <td>5445236</td>\n",
-       "      <td>344261</td>\n",
-       "      <td>2694</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11891292</td>\n",
-       "      <td>406739</td>\n",
-       "      <td>197918</td>\n",
-       "      <td>7</td>\n",
-       "      <td>442999</td>\n",
-       "      <td>1620869</td>\n",
-       "      <td>467682</td>\n",
-       "      <td>10109</td>\n",
-       "      <td>228932</td>\n",
-       "      <td>202736</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>703</th>\n",
-       "      <td>12/25/21</td>\n",
-       "      <td>157895</td>\n",
-       "      <td>207542</td>\n",
-       "      <td>216376</td>\n",
-       "      <td>21730</td>\n",
-       "      <td>71142</td>\n",
-       "      <td>4236</td>\n",
-       "      <td>5452419</td>\n",
-       "      <td>344379</td>\n",
-       "      <td>2765</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11891292</td>\n",
-       "      <td>407099</td>\n",
-       "      <td>198099</td>\n",
-       "      <td>7</td>\n",
-       "      <td>442999</td>\n",
-       "      <td>1636455</td>\n",
-       "      <td>467682</td>\n",
-       "      <td>10111</td>\n",
-       "      <td>231581</td>\n",
-       "      <td>203746</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>704</th>\n",
-       "      <td>12/26/21</td>\n",
-       "      <td>157951</td>\n",
-       "      <td>207709</td>\n",
-       "      <td>216637</td>\n",
-       "      <td>21730</td>\n",
-       "      <td>71752</td>\n",
-       "      <td>4236</td>\n",
-       "      <td>5460042</td>\n",
-       "      <td>344481</td>\n",
-       "      <td>2942</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11891292</td>\n",
-       "      <td>407381</td>\n",
-       "      <td>198242</td>\n",
-       "      <td>7</td>\n",
-       "      <td>443332</td>\n",
-       "      <td>1651673</td>\n",
-       "      <td>467682</td>\n",
-       "      <td>10115</td>\n",
-       "      <td>233120</td>\n",
-       "      <td>204351</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>705</th>\n",
-       "      <td>12/27/21</td>\n",
-       "      <td>157967</td>\n",
-       "      <td>207709</td>\n",
-       "      <td>216930</td>\n",
-       "      <td>22332</td>\n",
-       "      <td>71752</td>\n",
-       "      <td>4259</td>\n",
-       "      <td>5480305</td>\n",
-       "      <td>344540</td>\n",
-       "      <td>3186</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12209991</td>\n",
-       "      <td>407981</td>\n",
-       "      <td>198387</td>\n",
-       "      <td>7</td>\n",
-       "      <td>443332</td>\n",
-       "      <td>1666545</td>\n",
-       "      <td>468619</td>\n",
-       "      <td>10118</td>\n",
-       "      <td>234476</td>\n",
-       "      <td>205449</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>706</th>\n",
-       "      <td>12/28/21</td>\n",
-       "      <td>157998</td>\n",
-       "      <td>208352</td>\n",
-       "      <td>217265</td>\n",
-       "      <td>22540</td>\n",
-       "      <td>76787</td>\n",
-       "      <td>4259</td>\n",
-       "      <td>5514207</td>\n",
-       "      <td>344649</td>\n",
-       "      <td>3311</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12338676</td>\n",
-       "      <td>408894</td>\n",
-       "      <td>198487</td>\n",
-       "      <td>7</td>\n",
-       "      <td>443983</td>\n",
-       "      <td>1680985</td>\n",
-       "      <td>469452</td>\n",
-       "      <td>10123</td>\n",
-       "      <td>238383</td>\n",
-       "      <td>207548</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>707</th>\n",
-       "      <td>12/29/21</td>\n",
-       "      <td>158037</td>\n",
-       "      <td>208899</td>\n",
-       "      <td>217647</td>\n",
-       "      <td>22823</td>\n",
-       "      <td>78475</td>\n",
-       "      <td>4259</td>\n",
-       "      <td>5556239</td>\n",
-       "      <td>344737</td>\n",
-       "      <td>3559</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12559926</td>\n",
-       "      <td>410311</td>\n",
-       "      <td>198626</td>\n",
-       "      <td>7</td>\n",
-       "      <td>443983</td>\n",
-       "      <td>1694874</td>\n",
-       "      <td>469748</td>\n",
-       "      <td>10125</td>\n",
-       "      <td>243638</td>\n",
-       "      <td>207548</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>708</th>\n",
-       "      <td>12/30/21</td>\n",
-       "      <td>158056</td>\n",
-       "      <td>208899</td>\n",
-       "      <td>218037</td>\n",
-       "      <td>23122</td>\n",
-       "      <td>79871</td>\n",
-       "      <td>4283</td>\n",
-       "      <td>5606745</td>\n",
-       "      <td>344826</td>\n",
-       "      <td>3564</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12748050</td>\n",
-       "      <td>411658</td>\n",
-       "      <td>198769</td>\n",
-       "      <td>7</td>\n",
-       "      <td>444411</td>\n",
-       "      <td>1714742</td>\n",
-       "      <td>469748</td>\n",
-       "      <td>10126</td>\n",
-       "      <td>249193</td>\n",
-       "      <td>211728</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>709</th>\n",
-       "      <td>12/31/21</td>\n",
-       "      <td>158084</td>\n",
-       "      <td>210224</td>\n",
-       "      <td>218432</td>\n",
-       "      <td>23740</td>\n",
-       "      <td>81593</td>\n",
-       "      <td>4283</td>\n",
-       "      <td>5654408</td>\n",
-       "      <td>344930</td>\n",
-       "      <td>4010</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12937886</td>\n",
-       "      <td>413383</td>\n",
-       "      <td>198903</td>\n",
-       "      <td>7</td>\n",
-       "      <td>444635</td>\n",
-       "      <td>1731257</td>\n",
-       "      <td>469748</td>\n",
-       "      <td>10126</td>\n",
-       "      <td>254274</td>\n",
-       "      <td>213258</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>710</th>\n",
-       "      <td>1/1/22</td>\n",
-       "      <td>158107</td>\n",
-       "      <td>210224</td>\n",
-       "      <td>218818</td>\n",
-       "      <td>23740</td>\n",
-       "      <td>82398</td>\n",
-       "      <td>4283</td>\n",
-       "      <td>5674428</td>\n",
-       "      <td>344980</td>\n",
-       "      <td>4919</td>\n",
-       "      <td>...</td>\n",
-       "      <td>13100458</td>\n",
-       "      <td>414294</td>\n",
-       "      <td>199030</td>\n",
-       "      <td>7</td>\n",
-       "      <td>444828</td>\n",
-       "      <td>1746092</td>\n",
-       "      <td>469748</td>\n",
-       "      <td>10127</td>\n",
-       "      <td>257948</td>\n",
-       "      <td>214214</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>711</th>\n",
-       "      <td>1/2/22</td>\n",
-       "      <td>158189</td>\n",
-       "      <td>210885</td>\n",
-       "      <td>219159</td>\n",
-       "      <td>23740</td>\n",
-       "      <td>82920</td>\n",
-       "      <td>4283</td>\n",
-       "      <td>5694930</td>\n",
-       "      <td>345007</td>\n",
-       "      <td>5323</td>\n",
-       "      <td>...</td>\n",
-       "      <td>13235401</td>\n",
-       "      <td>415249</td>\n",
-       "      <td>199118</td>\n",
-       "      <td>7</td>\n",
-       "      <td>444972</td>\n",
-       "      <td>1763040</td>\n",
-       "      <td>469748</td>\n",
-       "      <td>10130</td>\n",
-       "      <td>259677</td>\n",
-       "      <td>214214</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>712</th>\n",
-       "      <td>1/3/22</td>\n",
-       "      <td>158183</td>\n",
-       "      <td>210885</td>\n",
-       "      <td>219532</td>\n",
-       "      <td>24502</td>\n",
-       "      <td>83764</td>\n",
-       "      <td>4283</td>\n",
-       "      <td>5739326</td>\n",
-       "      <td>345036</td>\n",
-       "      <td>5323</td>\n",
-       "      <td>...</td>\n",
-       "      <td>13422815</td>\n",
-       "      <td>416970</td>\n",
-       "      <td>199182</td>\n",
-       "      <td>7</td>\n",
-       "      <td>445082</td>\n",
-       "      <td>1778976</td>\n",
-       "      <td>469748</td>\n",
-       "      <td>10138</td>\n",
-       "      <td>261221</td>\n",
-       "      <td>216087</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>713 rows × 281 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "         Date  Afghanistan  Albania  Algeria  Andorra  Angola  \\\n",
-       "0     1/22/20            0        0        0        0       0   \n",
-       "1     1/23/20            0        0        0        0       0   \n",
-       "2     1/24/20            0        0        0        0       0   \n",
-       "3     1/25/20            0        0        0        0       0   \n",
-       "4     1/26/20            0        0        0        0       0   \n",
-       "5     1/27/20            0        0        0        0       0   \n",
-       "6     1/28/20            0        0        0        0       0   \n",
-       "7     1/29/20            0        0        0        0       0   \n",
-       "8     1/30/20            0        0        0        0       0   \n",
-       "9     1/31/20            0        0        0        0       0   \n",
-       "10     2/1/20            0        0        0        0       0   \n",
-       "11     2/2/20            0        0        0        0       0   \n",
-       "12     2/3/20            0        0        0        0       0   \n",
-       "13     2/4/20            0        0        0        0       0   \n",
-       "14     2/5/20            0        0        0        0       0   \n",
-       "15     2/6/20            0        0        0        0       0   \n",
-       "16     2/7/20            0        0        0        0       0   \n",
-       "17     2/8/20            0        0        0        0       0   \n",
-       "18     2/9/20            0        0        0        0       0   \n",
-       "19    2/10/20            0        0        0        0       0   \n",
-       "20    2/11/20            0        0        0        0       0   \n",
-       "21    2/12/20            0        0        0        0       0   \n",
-       "22    2/13/20            0        0        0        0       0   \n",
-       "23    2/14/20            0        0        0        0       0   \n",
-       "24    2/15/20            0        0        0        0       0   \n",
-       "25    2/16/20            0        0        0        0       0   \n",
-       "26    2/17/20            0        0        0        0       0   \n",
-       "27    2/18/20            0        0        0        0       0   \n",
-       "28    2/19/20            0        0        0        0       0   \n",
-       "29    2/20/20            0        0        0        0       0   \n",
-       "..        ...          ...      ...      ...      ...     ...   \n",
-       "683   12/5/21       157454   201730   211469    18010   65259   \n",
-       "684   12/6/21       157499   201902   211662    18631   65259   \n",
-       "685   12/7/21       157508   202295   211859    18815   65301   \n",
-       "686   12/8/21       157542   202641   212047    18815   65332   \n",
-       "687   12/9/21       157585   202863   212224    19272   65346   \n",
-       "688  12/10/21       157603   203215   212434    19440   65371   \n",
-       "689  12/11/21       157611   203524   212652    19440   65397   \n",
-       "690  12/12/21       157633   203787   212848    19440   65404   \n",
-       "691  12/13/21       157648   203925   213058    19440   65404   \n",
-       "692  12/14/21       157660   204301   213288    20136   65431   \n",
-       "693  12/15/21       157665   204627   213533    20136   65565   \n",
-       "694  12/16/21       157725   204928   213745    20549   65648   \n",
-       "695  12/17/21       157734   205224   214044    20549   65760   \n",
-       "696  12/18/21       157745   205549   214330    20549   65868   \n",
-       "697  12/19/21       157787   205777   214592    20549   65938   \n",
-       "698  12/20/21       157797   205897   214835    21062   66086   \n",
-       "699  12/21/21       157816   206273   215145    21062   66566   \n",
-       "700  12/22/21       157841   206616   215430    21372   67199   \n",
-       "701  12/23/21       157878   206935   215723    21571   68362   \n",
-       "702  12/24/21       157887   207221   216098    21730   70221   \n",
-       "703  12/25/21       157895   207542   216376    21730   71142   \n",
-       "704  12/26/21       157951   207709   216637    21730   71752   \n",
-       "705  12/27/21       157967   207709   216930    22332   71752   \n",
-       "706  12/28/21       157998   208352   217265    22540   76787   \n",
-       "707  12/29/21       158037   208899   217647    22823   78475   \n",
-       "708  12/30/21       158056   208899   218037    23122   79871   \n",
-       "709  12/31/21       158084   210224   218432    23740   81593   \n",
-       "710    1/1/22       158107   210224   218818    23740   82398   \n",
-       "711    1/2/22       158189   210885   219159    23740   82920   \n",
-       "712    1/3/22       158183   210885   219532    24502   83764   \n",
-       "\n",
-       "     Antigua and Barbuda  Argentina  Armenia  \\\n",
-       "0                      0          0        0   \n",
-       "1                      0          0        0   \n",
-       "2                      0          0        0   \n",
-       "3                      0          0        0   \n",
-       "4                      0          0        0   \n",
-       "5                      0          0        0   \n",
-       "6                      0          0        0   \n",
-       "7                      0          0        0   \n",
-       "8                      0          0        0   \n",
-       "9                      0          0        0   \n",
-       "10                     0          0        0   \n",
-       "11                     0          0        0   \n",
-       "12                     0          0        0   \n",
-       "13                     0          0        0   \n",
-       "14                     0          0        0   \n",
-       "15                     0          0        0   \n",
-       "16                     0          0        0   \n",
-       "17                     0          0        0   \n",
-       "18                     0          0        0   \n",
-       "19                     0          0        0   \n",
-       "20                     0          0        0   \n",
-       "21                     0          0        0   \n",
-       "22                     0          0        0   \n",
-       "23                     0          0        0   \n",
-       "24                     0          0        0   \n",
-       "25                     0          0        0   \n",
-       "26                     0          0        0   \n",
-       "27                     0          0        0   \n",
-       "28                     0          0        0   \n",
-       "29                     0          0        0   \n",
-       "..                   ...        ...      ...   \n",
-       "683                 4147    5340676   340723   \n",
-       "684                 4148    5343153   340818   \n",
-       "685                 4148    5346242   341058   \n",
-       "686                 4151    5348123   341468   \n",
-       "687                 4151    5350867   341768   \n",
-       "688                 4159    5354440   342115   \n",
-       "689                 4159    5356885   342405   \n",
-       "690                 4162    5358455   342538   \n",
-       "691                 4162    5361967   342604   \n",
-       "692                 4177    5366522   342765   \n",
-       "693                 4177    5371341   342977   \n",
-       "694                 4178    5376642   343157   \n",
-       "695                 4186    5382290   343350   \n",
-       "696                 4198    5386453   343506   \n",
-       "697                 4198    5389707   343636   \n",
-       "698                 4198    5395044   343708   \n",
-       "699                 4201    5404380   343845   \n",
-       "700                 4205    5415501   343997   \n",
-       "701                 4216    5428957   344126   \n",
-       "702                 4216    5445236   344261   \n",
-       "703                 4236    5452419   344379   \n",
-       "704                 4236    5460042   344481   \n",
-       "705                 4259    5480305   344540   \n",
-       "706                 4259    5514207   344649   \n",
-       "707                 4259    5556239   344737   \n",
-       "708                 4283    5606745   344826   \n",
-       "709                 4283    5654408   344930   \n",
-       "710                 4283    5674428   344980   \n",
-       "711                 4283    5694930   345007   \n",
-       "712                 4283    5739326   345036   \n",
-       "\n",
-       "    Australian Capital Territory Australia    ...     United Kingdom  Uruguay  \\\n",
-       "0                                        0    ...                  0        0   \n",
-       "1                                        0    ...                  0        0   \n",
-       "2                                        0    ...                  0        0   \n",
-       "3                                        0    ...                  0        0   \n",
-       "4                                        0    ...                  0        0   \n",
-       "5                                        0    ...                  0        0   \n",
-       "6                                        0    ...                  0        0   \n",
-       "7                                        0    ...                  0        0   \n",
-       "8                                        0    ...                  0        0   \n",
-       "9                                        0    ...                  2        0   \n",
-       "10                                       0    ...                  2        0   \n",
-       "11                                       0    ...                  2        0   \n",
-       "12                                       0    ...                  8        0   \n",
-       "13                                       0    ...                  8        0   \n",
-       "14                                       0    ...                  9        0   \n",
-       "15                                       0    ...                  9        0   \n",
-       "16                                       0    ...                  9        0   \n",
-       "17                                       0    ...                 13        0   \n",
-       "18                                       0    ...                 14        0   \n",
-       "19                                       0    ...                 14        0   \n",
-       "20                                       0    ...                 15        0   \n",
-       "21                                       0    ...                 16        0   \n",
-       "22                                       0    ...                 17        0   \n",
-       "23                                       0    ...                 18        0   \n",
-       "24                                       0    ...                 18        0   \n",
-       "25                                       0    ...                 18        0   \n",
-       "26                                       0    ...                 19        0   \n",
-       "27                                       0    ...                 19        0   \n",
-       "28                                       0    ...                 20        0   \n",
-       "29                                       0    ...                 22        0   \n",
-       "..                                     ...    ...                ...      ...   \n",
-       "683                                   2165    ...           10464389   400925   \n",
-       "684                                   2167    ...           10515239   401103   \n",
-       "685                                   2175    ...           10560341   401340   \n",
-       "686                                   2179    ...           10610958   401640   \n",
-       "687                                   2179    ...           10660981   401897   \n",
-       "688                                   2196    ...           10719165   402149   \n",
-       "689                                   2197    ...           10771444   402383   \n",
-       "690                                   2200    ...           10819515   402509   \n",
-       "691                                   2204    ...           10873468   402509   \n",
-       "692                                   2210    ...           10932545   402978   \n",
-       "693                                   2222    ...           11010286   403293   \n",
-       "694                                   2242    ...           11097851   403582   \n",
-       "695                                   2260    ...           11190354   403899   \n",
-       "696                                   2278    ...           11279428   404255   \n",
-       "697                                   2291    ...           11361387   404460   \n",
-       "698                                   2307    ...           11453121   404821   \n",
-       "699                                   2365    ...           11542143   405236   \n",
-       "700                                   2450    ...           11647473   405681   \n",
-       "701                                   2552    ...           11769921   406127   \n",
-       "702                                   2694    ...           11891292   406739   \n",
-       "703                                   2765    ...           11891292   407099   \n",
-       "704                                   2942    ...           11891292   407381   \n",
-       "705                                   3186    ...           12209991   407981   \n",
-       "706                                   3311    ...           12338676   408894   \n",
-       "707                                   3559    ...           12559926   410311   \n",
-       "708                                   3564    ...           12748050   411658   \n",
-       "709                                   4010    ...           12937886   413383   \n",
-       "710                                   4919    ...           13100458   414294   \n",
-       "711                                   5323    ...           13235401   415249   \n",
-       "712                                   5323    ...           13422815   416970   \n",
-       "\n",
-       "     Uzbekistan  Vanuatu  Venezuela  Vietnam  West Bank and Gaza  Yemen  \\\n",
-       "0             0        0          0        0                   0      0   \n",
-       "1             0        0          0        2                   0      0   \n",
-       "2             0        0          0        2                   0      0   \n",
-       "3             0        0          0        2                   0      0   \n",
-       "4             0        0          0        2                   0      0   \n",
-       "5             0        0          0        2                   0      0   \n",
-       "6             0        0          0        2                   0      0   \n",
-       "7             0        0          0        2                   0      0   \n",
-       "8             0        0          0        2                   0      0   \n",
-       "9             0        0          0        2                   0      0   \n",
-       "10            0        0          0        6                   0      0   \n",
-       "11            0        0          0        6                   0      0   \n",
-       "12            0        0          0        8                   0      0   \n",
-       "13            0        0          0        8                   0      0   \n",
-       "14            0        0          0        8                   0      0   \n",
-       "15            0        0          0       10                   0      0   \n",
-       "16            0        0          0       10                   0      0   \n",
-       "17            0        0          0       13                   0      0   \n",
-       "18            0        0          0       13                   0      0   \n",
-       "19            0        0          0       14                   0      0   \n",
-       "20            0        0          0       15                   0      0   \n",
-       "21            0        0          0       15                   0      0   \n",
-       "22            0        0          0       16                   0      0   \n",
-       "23            0        0          0       16                   0      0   \n",
-       "24            0        0          0       16                   0      0   \n",
-       "25            0        0          0       16                   0      0   \n",
-       "26            0        0          0       16                   0      0   \n",
-       "27            0        0          0       16                   0      0   \n",
-       "28            0        0          0       16                   0      0   \n",
-       "29            0        0          0       16                   0      0   \n",
-       "..          ...      ...        ...      ...                 ...    ...   \n",
-       "683      194333        6     434918  1309092              461467  10025   \n",
-       "684      194556        6     434918  1323683              462219  10034   \n",
-       "685      194703        6     435461  1337523              462621  10043   \n",
-       "686      194904        6     435825  1352122              462958  10047   \n",
-       "687      195098        6     436602  1367433              463277  10047   \n",
-       "688      195246        6     437113  1382272              463573  10056   \n",
-       "689      195524        6     437887  1398413              463573  10063   \n",
-       "690      195747        6     438683  1413051              463573  10069   \n",
-       "691      195958        6     438683  1428428              464341  10072   \n",
-       "692      196094        7     439089  1443648              464751  10075   \n",
-       "693      196303        7     439444  1459175              465094  10081   \n",
-       "694      196522        7     439935  1493237              465094  10086   \n",
-       "695      196739        7     440398  1508473              465094  10092   \n",
-       "696      196900        7     440784  1524368              465094  10097   \n",
-       "697      197074        7     441562  1540478              465094  10101   \n",
-       "698      197268        7     441562  1555455              466669  10102   \n",
-       "699      197392        7     441937  1571780              467058  10103   \n",
-       "700      197566        7     442178  1588335              467391  10103   \n",
-       "701      197753        7     442431  1604712              467682  10105   \n",
-       "702      197918        7     442999  1620869              467682  10109   \n",
-       "703      198099        7     442999  1636455              467682  10111   \n",
-       "704      198242        7     443332  1651673              467682  10115   \n",
-       "705      198387        7     443332  1666545              468619  10118   \n",
-       "706      198487        7     443983  1680985              469452  10123   \n",
-       "707      198626        7     443983  1694874              469748  10125   \n",
-       "708      198769        7     444411  1714742              469748  10126   \n",
-       "709      198903        7     444635  1731257              469748  10126   \n",
-       "710      199030        7     444828  1746092              469748  10127   \n",
-       "711      199118        7     444972  1763040              469748  10130   \n",
-       "712      199182        7     445082  1778976              469748  10138   \n",
-       "\n",
-       "     Zambia  Zimbabwe  \n",
-       "0         0         0  \n",
-       "1         0         0  \n",
-       "2         0         0  \n",
-       "3         0         0  \n",
-       "4         0         0  \n",
-       "5         0         0  \n",
-       "6         0         0  \n",
-       "7         0         0  \n",
-       "8         0         0  \n",
-       "9         0         0  \n",
-       "10        0         0  \n",
-       "11        0         0  \n",
-       "12        0         0  \n",
-       "13        0         0  \n",
-       "14        0         0  \n",
-       "15        0         0  \n",
-       "16        0         0  \n",
-       "17        0         0  \n",
-       "18        0         0  \n",
-       "19        0         0  \n",
-       "20        0         0  \n",
-       "21        0         0  \n",
-       "22        0         0  \n",
-       "23        0         0  \n",
-       "24        0         0  \n",
-       "25        0         0  \n",
-       "26        0         0  \n",
-       "27        0         0  \n",
-       "28        0         0  \n",
-       "29        0         0  \n",
-       "..      ...       ...  \n",
-       "683  210312    139046  \n",
-       "684  210327    139046  \n",
-       "685  210374    141601  \n",
-       "686  210436    150628  \n",
-       "687  210562    155817  \n",
-       "688  210724    155817  \n",
-       "689  210959    165002  \n",
-       "690  211077    167140  \n",
-       "691  211234    167140  \n",
-       "692  211705    172012  \n",
-       "693  212278    177690  \n",
-       "694  213139    182057  \n",
-       "695  214433    189567  \n",
-       "696  215472    189567  \n",
-       "697  216508    191673  \n",
-       "698  217117    195079  \n",
-       "699  219023    197768  \n",
-       "700  221880    199404  \n",
-       "701  225260    201344  \n",
-       "702  228932    202736  \n",
-       "703  231581    203746  \n",
-       "704  233120    204351  \n",
-       "705  234476    205449  \n",
-       "706  238383    207548  \n",
-       "707  243638    207548  \n",
-       "708  249193    211728  \n",
-       "709  254274    213258  \n",
-       "710  257948    214214  \n",
-       "711  259677    214214  \n",
-       "712  261221    216087  \n",
-       "\n",
-       "[713 rows x 281 columns]"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "states = pd.Series(raw_data['Province/State']).replace(np.nan,'') \n",
-    "countries = pd.Series(raw_data['Country/Region'])\n",
-    "columns_names = states + ' ' + countries\n",
-    "data = raw_data.transpose()[4:]\n",
-    "data = data.rename(columns = columns_names)\n",
-    "data = data.reset_index()\n",
-    "data.rename(columns={'index': 'Date'}, inplace=True)\n",
-    "data"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Maintenant, on va modifier le format des dates pour qu'elles soient lisibles par pandas"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def convert_dates(ch):\n",
-    "    liste = ch.split('/')\n",
-    "    if len(liste[0])<2:\n",
-    "        liste[0] = '0' + liste[0]\n",
-    "    if len(liste[1])<2:\n",
-    "        liste[1] = '0' + liste[1]\n",
-    "   \n",
-    "    return \"{}-{}-20{}\".format(liste[1],liste[0],liste[2])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Et on applique cette formule à notre dataframe"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Date</th>\n",
-       "      <th>Afghanistan</th>\n",
-       "      <th>Albania</th>\n",
-       "      <th>Algeria</th>\n",
-       "      <th>Andorra</th>\n",
-       "      <th>Angola</th>\n",
-       "      <th>Antigua and Barbuda</th>\n",
-       "      <th>Argentina</th>\n",
-       "      <th>Armenia</th>\n",
-       "      <th>Australian Capital Territory Australia</th>\n",
-       "      <th>...</th>\n",
-       "      <th>United Kingdom</th>\n",
-       "      <th>Uruguay</th>\n",
-       "      <th>Uzbekistan</th>\n",
-       "      <th>Vanuatu</th>\n",
-       "      <th>Venezuela</th>\n",
-       "      <th>Vietnam</th>\n",
-       "      <th>West Bank and Gaza</th>\n",
-       "      <th>Yemen</th>\n",
-       "      <th>Zambia</th>\n",
-       "      <th>Zimbabwe</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>22-01-2020</td>\n",
-       "      <td>0</td>\n",
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-       "      <td>0</td>\n",
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-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
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-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>23-01-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
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-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>24-01-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
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-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>25-01-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>26-01-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>27-01-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>28-01-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>29-01-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>30-01-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>31-01-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>01-02-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>02-02-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>03-02-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>04-02-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>05-02-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>06-02-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>07-02-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>08-02-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>13</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>13</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>09-02-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>14</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>13</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>10-02-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>14</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>14</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>11-02-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>15</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>15</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>12-02-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>16</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>15</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>13-02-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>17</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>14-02-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>18</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>15-02-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>18</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>16-02-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>18</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>17-02-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>19</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>18-02-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>19</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>19-02-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>20-02-2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>22</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>683</th>\n",
-       "      <td>05-12-2021</td>\n",
-       "      <td>157454</td>\n",
-       "      <td>201730</td>\n",
-       "      <td>211469</td>\n",
-       "      <td>18010</td>\n",
-       "      <td>65259</td>\n",
-       "      <td>4147</td>\n",
-       "      <td>5340676</td>\n",
-       "      <td>340723</td>\n",
-       "      <td>2165</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10464389</td>\n",
-       "      <td>400925</td>\n",
-       "      <td>194333</td>\n",
-       "      <td>6</td>\n",
-       "      <td>434918</td>\n",
-       "      <td>1309092</td>\n",
-       "      <td>461467</td>\n",
-       "      <td>10025</td>\n",
-       "      <td>210312</td>\n",
-       "      <td>139046</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>684</th>\n",
-       "      <td>06-12-2021</td>\n",
-       "      <td>157499</td>\n",
-       "      <td>201902</td>\n",
-       "      <td>211662</td>\n",
-       "      <td>18631</td>\n",
-       "      <td>65259</td>\n",
-       "      <td>4148</td>\n",
-       "      <td>5343153</td>\n",
-       "      <td>340818</td>\n",
-       "      <td>2167</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10515239</td>\n",
-       "      <td>401103</td>\n",
-       "      <td>194556</td>\n",
-       "      <td>6</td>\n",
-       "      <td>434918</td>\n",
-       "      <td>1323683</td>\n",
-       "      <td>462219</td>\n",
-       "      <td>10034</td>\n",
-       "      <td>210327</td>\n",
-       "      <td>139046</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>685</th>\n",
-       "      <td>07-12-2021</td>\n",
-       "      <td>157508</td>\n",
-       "      <td>202295</td>\n",
-       "      <td>211859</td>\n",
-       "      <td>18815</td>\n",
-       "      <td>65301</td>\n",
-       "      <td>4148</td>\n",
-       "      <td>5346242</td>\n",
-       "      <td>341058</td>\n",
-       "      <td>2175</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10560341</td>\n",
-       "      <td>401340</td>\n",
-       "      <td>194703</td>\n",
-       "      <td>6</td>\n",
-       "      <td>435461</td>\n",
-       "      <td>1337523</td>\n",
-       "      <td>462621</td>\n",
-       "      <td>10043</td>\n",
-       "      <td>210374</td>\n",
-       "      <td>141601</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>686</th>\n",
-       "      <td>08-12-2021</td>\n",
-       "      <td>157542</td>\n",
-       "      <td>202641</td>\n",
-       "      <td>212047</td>\n",
-       "      <td>18815</td>\n",
-       "      <td>65332</td>\n",
-       "      <td>4151</td>\n",
-       "      <td>5348123</td>\n",
-       "      <td>341468</td>\n",
-       "      <td>2179</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10610958</td>\n",
-       "      <td>401640</td>\n",
-       "      <td>194904</td>\n",
-       "      <td>6</td>\n",
-       "      <td>435825</td>\n",
-       "      <td>1352122</td>\n",
-       "      <td>462958</td>\n",
-       "      <td>10047</td>\n",
-       "      <td>210436</td>\n",
-       "      <td>150628</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>687</th>\n",
-       "      <td>09-12-2021</td>\n",
-       "      <td>157585</td>\n",
-       "      <td>202863</td>\n",
-       "      <td>212224</td>\n",
-       "      <td>19272</td>\n",
-       "      <td>65346</td>\n",
-       "      <td>4151</td>\n",
-       "      <td>5350867</td>\n",
-       "      <td>341768</td>\n",
-       "      <td>2179</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10660981</td>\n",
-       "      <td>401897</td>\n",
-       "      <td>195098</td>\n",
-       "      <td>6</td>\n",
-       "      <td>436602</td>\n",
-       "      <td>1367433</td>\n",
-       "      <td>463277</td>\n",
-       "      <td>10047</td>\n",
-       "      <td>210562</td>\n",
-       "      <td>155817</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>688</th>\n",
-       "      <td>10-12-2021</td>\n",
-       "      <td>157603</td>\n",
-       "      <td>203215</td>\n",
-       "      <td>212434</td>\n",
-       "      <td>19440</td>\n",
-       "      <td>65371</td>\n",
-       "      <td>4159</td>\n",
-       "      <td>5354440</td>\n",
-       "      <td>342115</td>\n",
-       "      <td>2196</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10719165</td>\n",
-       "      <td>402149</td>\n",
-       "      <td>195246</td>\n",
-       "      <td>6</td>\n",
-       "      <td>437113</td>\n",
-       "      <td>1382272</td>\n",
-       "      <td>463573</td>\n",
-       "      <td>10056</td>\n",
-       "      <td>210724</td>\n",
-       "      <td>155817</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>689</th>\n",
-       "      <td>11-12-2021</td>\n",
-       "      <td>157611</td>\n",
-       "      <td>203524</td>\n",
-       "      <td>212652</td>\n",
-       "      <td>19440</td>\n",
-       "      <td>65397</td>\n",
-       "      <td>4159</td>\n",
-       "      <td>5356885</td>\n",
-       "      <td>342405</td>\n",
-       "      <td>2197</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10771444</td>\n",
-       "      <td>402383</td>\n",
-       "      <td>195524</td>\n",
-       "      <td>6</td>\n",
-       "      <td>437887</td>\n",
-       "      <td>1398413</td>\n",
-       "      <td>463573</td>\n",
-       "      <td>10063</td>\n",
-       "      <td>210959</td>\n",
-       "      <td>165002</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>690</th>\n",
-       "      <td>12-12-2021</td>\n",
-       "      <td>157633</td>\n",
-       "      <td>203787</td>\n",
-       "      <td>212848</td>\n",
-       "      <td>19440</td>\n",
-       "      <td>65404</td>\n",
-       "      <td>4162</td>\n",
-       "      <td>5358455</td>\n",
-       "      <td>342538</td>\n",
-       "      <td>2200</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10819515</td>\n",
-       "      <td>402509</td>\n",
-       "      <td>195747</td>\n",
-       "      <td>6</td>\n",
-       "      <td>438683</td>\n",
-       "      <td>1413051</td>\n",
-       "      <td>463573</td>\n",
-       "      <td>10069</td>\n",
-       "      <td>211077</td>\n",
-       "      <td>167140</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>691</th>\n",
-       "      <td>13-12-2021</td>\n",
-       "      <td>157648</td>\n",
-       "      <td>203925</td>\n",
-       "      <td>213058</td>\n",
-       "      <td>19440</td>\n",
-       "      <td>65404</td>\n",
-       "      <td>4162</td>\n",
-       "      <td>5361967</td>\n",
-       "      <td>342604</td>\n",
-       "      <td>2204</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10873468</td>\n",
-       "      <td>402509</td>\n",
-       "      <td>195958</td>\n",
-       "      <td>6</td>\n",
-       "      <td>438683</td>\n",
-       "      <td>1428428</td>\n",
-       "      <td>464341</td>\n",
-       "      <td>10072</td>\n",
-       "      <td>211234</td>\n",
-       "      <td>167140</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>692</th>\n",
-       "      <td>14-12-2021</td>\n",
-       "      <td>157660</td>\n",
-       "      <td>204301</td>\n",
-       "      <td>213288</td>\n",
-       "      <td>20136</td>\n",
-       "      <td>65431</td>\n",
-       "      <td>4177</td>\n",
-       "      <td>5366522</td>\n",
-       "      <td>342765</td>\n",
-       "      <td>2210</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10932545</td>\n",
-       "      <td>402978</td>\n",
-       "      <td>196094</td>\n",
-       "      <td>7</td>\n",
-       "      <td>439089</td>\n",
-       "      <td>1443648</td>\n",
-       "      <td>464751</td>\n",
-       "      <td>10075</td>\n",
-       "      <td>211705</td>\n",
-       "      <td>172012</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>693</th>\n",
-       "      <td>15-12-2021</td>\n",
-       "      <td>157665</td>\n",
-       "      <td>204627</td>\n",
-       "      <td>213533</td>\n",
-       "      <td>20136</td>\n",
-       "      <td>65565</td>\n",
-       "      <td>4177</td>\n",
-       "      <td>5371341</td>\n",
-       "      <td>342977</td>\n",
-       "      <td>2222</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11010286</td>\n",
-       "      <td>403293</td>\n",
-       "      <td>196303</td>\n",
-       "      <td>7</td>\n",
-       "      <td>439444</td>\n",
-       "      <td>1459175</td>\n",
-       "      <td>465094</td>\n",
-       "      <td>10081</td>\n",
-       "      <td>212278</td>\n",
-       "      <td>177690</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>694</th>\n",
-       "      <td>16-12-2021</td>\n",
-       "      <td>157725</td>\n",
-       "      <td>204928</td>\n",
-       "      <td>213745</td>\n",
-       "      <td>20549</td>\n",
-       "      <td>65648</td>\n",
-       "      <td>4178</td>\n",
-       "      <td>5376642</td>\n",
-       "      <td>343157</td>\n",
-       "      <td>2242</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11097851</td>\n",
-       "      <td>403582</td>\n",
-       "      <td>196522</td>\n",
-       "      <td>7</td>\n",
-       "      <td>439935</td>\n",
-       "      <td>1493237</td>\n",
-       "      <td>465094</td>\n",
-       "      <td>10086</td>\n",
-       "      <td>213139</td>\n",
-       "      <td>182057</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>695</th>\n",
-       "      <td>17-12-2021</td>\n",
-       "      <td>157734</td>\n",
-       "      <td>205224</td>\n",
-       "      <td>214044</td>\n",
-       "      <td>20549</td>\n",
-       "      <td>65760</td>\n",
-       "      <td>4186</td>\n",
-       "      <td>5382290</td>\n",
-       "      <td>343350</td>\n",
-       "      <td>2260</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11190354</td>\n",
-       "      <td>403899</td>\n",
-       "      <td>196739</td>\n",
-       "      <td>7</td>\n",
-       "      <td>440398</td>\n",
-       "      <td>1508473</td>\n",
-       "      <td>465094</td>\n",
-       "      <td>10092</td>\n",
-       "      <td>214433</td>\n",
-       "      <td>189567</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>696</th>\n",
-       "      <td>18-12-2021</td>\n",
-       "      <td>157745</td>\n",
-       "      <td>205549</td>\n",
-       "      <td>214330</td>\n",
-       "      <td>20549</td>\n",
-       "      <td>65868</td>\n",
-       "      <td>4198</td>\n",
-       "      <td>5386453</td>\n",
-       "      <td>343506</td>\n",
-       "      <td>2278</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11279428</td>\n",
-       "      <td>404255</td>\n",
-       "      <td>196900</td>\n",
-       "      <td>7</td>\n",
-       "      <td>440784</td>\n",
-       "      <td>1524368</td>\n",
-       "      <td>465094</td>\n",
-       "      <td>10097</td>\n",
-       "      <td>215472</td>\n",
-       "      <td>189567</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>697</th>\n",
-       "      <td>19-12-2021</td>\n",
-       "      <td>157787</td>\n",
-       "      <td>205777</td>\n",
-       "      <td>214592</td>\n",
-       "      <td>20549</td>\n",
-       "      <td>65938</td>\n",
-       "      <td>4198</td>\n",
-       "      <td>5389707</td>\n",
-       "      <td>343636</td>\n",
-       "      <td>2291</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11361387</td>\n",
-       "      <td>404460</td>\n",
-       "      <td>197074</td>\n",
-       "      <td>7</td>\n",
-       "      <td>441562</td>\n",
-       "      <td>1540478</td>\n",
-       "      <td>465094</td>\n",
-       "      <td>10101</td>\n",
-       "      <td>216508</td>\n",
-       "      <td>191673</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>698</th>\n",
-       "      <td>20-12-2021</td>\n",
-       "      <td>157797</td>\n",
-       "      <td>205897</td>\n",
-       "      <td>214835</td>\n",
-       "      <td>21062</td>\n",
-       "      <td>66086</td>\n",
-       "      <td>4198</td>\n",
-       "      <td>5395044</td>\n",
-       "      <td>343708</td>\n",
-       "      <td>2307</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11453121</td>\n",
-       "      <td>404821</td>\n",
-       "      <td>197268</td>\n",
-       "      <td>7</td>\n",
-       "      <td>441562</td>\n",
-       "      <td>1555455</td>\n",
-       "      <td>466669</td>\n",
-       "      <td>10102</td>\n",
-       "      <td>217117</td>\n",
-       "      <td>195079</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>699</th>\n",
-       "      <td>21-12-2021</td>\n",
-       "      <td>157816</td>\n",
-       "      <td>206273</td>\n",
-       "      <td>215145</td>\n",
-       "      <td>21062</td>\n",
-       "      <td>66566</td>\n",
-       "      <td>4201</td>\n",
-       "      <td>5404380</td>\n",
-       "      <td>343845</td>\n",
-       "      <td>2365</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11542143</td>\n",
-       "      <td>405236</td>\n",
-       "      <td>197392</td>\n",
-       "      <td>7</td>\n",
-       "      <td>441937</td>\n",
-       "      <td>1571780</td>\n",
-       "      <td>467058</td>\n",
-       "      <td>10103</td>\n",
-       "      <td>219023</td>\n",
-       "      <td>197768</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>700</th>\n",
-       "      <td>22-12-2021</td>\n",
-       "      <td>157841</td>\n",
-       "      <td>206616</td>\n",
-       "      <td>215430</td>\n",
-       "      <td>21372</td>\n",
-       "      <td>67199</td>\n",
-       "      <td>4205</td>\n",
-       "      <td>5415501</td>\n",
-       "      <td>343997</td>\n",
-       "      <td>2450</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11647473</td>\n",
-       "      <td>405681</td>\n",
-       "      <td>197566</td>\n",
-       "      <td>7</td>\n",
-       "      <td>442178</td>\n",
-       "      <td>1588335</td>\n",
-       "      <td>467391</td>\n",
-       "      <td>10103</td>\n",
-       "      <td>221880</td>\n",
-       "      <td>199404</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>701</th>\n",
-       "      <td>23-12-2021</td>\n",
-       "      <td>157878</td>\n",
-       "      <td>206935</td>\n",
-       "      <td>215723</td>\n",
-       "      <td>21571</td>\n",
-       "      <td>68362</td>\n",
-       "      <td>4216</td>\n",
-       "      <td>5428957</td>\n",
-       "      <td>344126</td>\n",
-       "      <td>2552</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11769921</td>\n",
-       "      <td>406127</td>\n",
-       "      <td>197753</td>\n",
-       "      <td>7</td>\n",
-       "      <td>442431</td>\n",
-       "      <td>1604712</td>\n",
-       "      <td>467682</td>\n",
-       "      <td>10105</td>\n",
-       "      <td>225260</td>\n",
-       "      <td>201344</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>702</th>\n",
-       "      <td>24-12-2021</td>\n",
-       "      <td>157887</td>\n",
-       "      <td>207221</td>\n",
-       "      <td>216098</td>\n",
-       "      <td>21730</td>\n",
-       "      <td>70221</td>\n",
-       "      <td>4216</td>\n",
-       "      <td>5445236</td>\n",
-       "      <td>344261</td>\n",
-       "      <td>2694</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11891292</td>\n",
-       "      <td>406739</td>\n",
-       "      <td>197918</td>\n",
-       "      <td>7</td>\n",
-       "      <td>442999</td>\n",
-       "      <td>1620869</td>\n",
-       "      <td>467682</td>\n",
-       "      <td>10109</td>\n",
-       "      <td>228932</td>\n",
-       "      <td>202736</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>703</th>\n",
-       "      <td>25-12-2021</td>\n",
-       "      <td>157895</td>\n",
-       "      <td>207542</td>\n",
-       "      <td>216376</td>\n",
-       "      <td>21730</td>\n",
-       "      <td>71142</td>\n",
-       "      <td>4236</td>\n",
-       "      <td>5452419</td>\n",
-       "      <td>344379</td>\n",
-       "      <td>2765</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11891292</td>\n",
-       "      <td>407099</td>\n",
-       "      <td>198099</td>\n",
-       "      <td>7</td>\n",
-       "      <td>442999</td>\n",
-       "      <td>1636455</td>\n",
-       "      <td>467682</td>\n",
-       "      <td>10111</td>\n",
-       "      <td>231581</td>\n",
-       "      <td>203746</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>704</th>\n",
-       "      <td>26-12-2021</td>\n",
-       "      <td>157951</td>\n",
-       "      <td>207709</td>\n",
-       "      <td>216637</td>\n",
-       "      <td>21730</td>\n",
-       "      <td>71752</td>\n",
-       "      <td>4236</td>\n",
-       "      <td>5460042</td>\n",
-       "      <td>344481</td>\n",
-       "      <td>2942</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11891292</td>\n",
-       "      <td>407381</td>\n",
-       "      <td>198242</td>\n",
-       "      <td>7</td>\n",
-       "      <td>443332</td>\n",
-       "      <td>1651673</td>\n",
-       "      <td>467682</td>\n",
-       "      <td>10115</td>\n",
-       "      <td>233120</td>\n",
-       "      <td>204351</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>705</th>\n",
-       "      <td>27-12-2021</td>\n",
-       "      <td>157967</td>\n",
-       "      <td>207709</td>\n",
-       "      <td>216930</td>\n",
-       "      <td>22332</td>\n",
-       "      <td>71752</td>\n",
-       "      <td>4259</td>\n",
-       "      <td>5480305</td>\n",
-       "      <td>344540</td>\n",
-       "      <td>3186</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12209991</td>\n",
-       "      <td>407981</td>\n",
-       "      <td>198387</td>\n",
-       "      <td>7</td>\n",
-       "      <td>443332</td>\n",
-       "      <td>1666545</td>\n",
-       "      <td>468619</td>\n",
-       "      <td>10118</td>\n",
-       "      <td>234476</td>\n",
-       "      <td>205449</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>706</th>\n",
-       "      <td>28-12-2021</td>\n",
-       "      <td>157998</td>\n",
-       "      <td>208352</td>\n",
-       "      <td>217265</td>\n",
-       "      <td>22540</td>\n",
-       "      <td>76787</td>\n",
-       "      <td>4259</td>\n",
-       "      <td>5514207</td>\n",
-       "      <td>344649</td>\n",
-       "      <td>3311</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12338676</td>\n",
-       "      <td>408894</td>\n",
-       "      <td>198487</td>\n",
-       "      <td>7</td>\n",
-       "      <td>443983</td>\n",
-       "      <td>1680985</td>\n",
-       "      <td>469452</td>\n",
-       "      <td>10123</td>\n",
-       "      <td>238383</td>\n",
-       "      <td>207548</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>707</th>\n",
-       "      <td>29-12-2021</td>\n",
-       "      <td>158037</td>\n",
-       "      <td>208899</td>\n",
-       "      <td>217647</td>\n",
-       "      <td>22823</td>\n",
-       "      <td>78475</td>\n",
-       "      <td>4259</td>\n",
-       "      <td>5556239</td>\n",
-       "      <td>344737</td>\n",
-       "      <td>3559</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12559926</td>\n",
-       "      <td>410311</td>\n",
-       "      <td>198626</td>\n",
-       "      <td>7</td>\n",
-       "      <td>443983</td>\n",
-       "      <td>1694874</td>\n",
-       "      <td>469748</td>\n",
-       "      <td>10125</td>\n",
-       "      <td>243638</td>\n",
-       "      <td>207548</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>708</th>\n",
-       "      <td>30-12-2021</td>\n",
-       "      <td>158056</td>\n",
-       "      <td>208899</td>\n",
-       "      <td>218037</td>\n",
-       "      <td>23122</td>\n",
-       "      <td>79871</td>\n",
-       "      <td>4283</td>\n",
-       "      <td>5606745</td>\n",
-       "      <td>344826</td>\n",
-       "      <td>3564</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12748050</td>\n",
-       "      <td>411658</td>\n",
-       "      <td>198769</td>\n",
-       "      <td>7</td>\n",
-       "      <td>444411</td>\n",
-       "      <td>1714742</td>\n",
-       "      <td>469748</td>\n",
-       "      <td>10126</td>\n",
-       "      <td>249193</td>\n",
-       "      <td>211728</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>709</th>\n",
-       "      <td>31-12-2021</td>\n",
-       "      <td>158084</td>\n",
-       "      <td>210224</td>\n",
-       "      <td>218432</td>\n",
-       "      <td>23740</td>\n",
-       "      <td>81593</td>\n",
-       "      <td>4283</td>\n",
-       "      <td>5654408</td>\n",
-       "      <td>344930</td>\n",
-       "      <td>4010</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12937886</td>\n",
-       "      <td>413383</td>\n",
-       "      <td>198903</td>\n",
-       "      <td>7</td>\n",
-       "      <td>444635</td>\n",
-       "      <td>1731257</td>\n",
-       "      <td>469748</td>\n",
-       "      <td>10126</td>\n",
-       "      <td>254274</td>\n",
-       "      <td>213258</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>710</th>\n",
-       "      <td>01-01-2022</td>\n",
-       "      <td>158107</td>\n",
-       "      <td>210224</td>\n",
-       "      <td>218818</td>\n",
-       "      <td>23740</td>\n",
-       "      <td>82398</td>\n",
-       "      <td>4283</td>\n",
-       "      <td>5674428</td>\n",
-       "      <td>344980</td>\n",
-       "      <td>4919</td>\n",
-       "      <td>...</td>\n",
-       "      <td>13100458</td>\n",
-       "      <td>414294</td>\n",
-       "      <td>199030</td>\n",
-       "      <td>7</td>\n",
-       "      <td>444828</td>\n",
-       "      <td>1746092</td>\n",
-       "      <td>469748</td>\n",
-       "      <td>10127</td>\n",
-       "      <td>257948</td>\n",
-       "      <td>214214</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>711</th>\n",
-       "      <td>02-01-2022</td>\n",
-       "      <td>158189</td>\n",
-       "      <td>210885</td>\n",
-       "      <td>219159</td>\n",
-       "      <td>23740</td>\n",
-       "      <td>82920</td>\n",
-       "      <td>4283</td>\n",
-       "      <td>5694930</td>\n",
-       "      <td>345007</td>\n",
-       "      <td>5323</td>\n",
-       "      <td>...</td>\n",
-       "      <td>13235401</td>\n",
-       "      <td>415249</td>\n",
-       "      <td>199118</td>\n",
-       "      <td>7</td>\n",
-       "      <td>444972</td>\n",
-       "      <td>1763040</td>\n",
-       "      <td>469748</td>\n",
-       "      <td>10130</td>\n",
-       "      <td>259677</td>\n",
-       "      <td>214214</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>712</th>\n",
-       "      <td>03-01-2022</td>\n",
-       "      <td>158183</td>\n",
-       "      <td>210885</td>\n",
-       "      <td>219532</td>\n",
-       "      <td>24502</td>\n",
-       "      <td>83764</td>\n",
-       "      <td>4283</td>\n",
-       "      <td>5739326</td>\n",
-       "      <td>345036</td>\n",
-       "      <td>5323</td>\n",
-       "      <td>...</td>\n",
-       "      <td>13422815</td>\n",
-       "      <td>416970</td>\n",
-       "      <td>199182</td>\n",
-       "      <td>7</td>\n",
-       "      <td>445082</td>\n",
-       "      <td>1778976</td>\n",
-       "      <td>469748</td>\n",
-       "      <td>10138</td>\n",
-       "      <td>261221</td>\n",
-       "      <td>216087</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>713 rows × 281 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "           Date  Afghanistan  Albania  Algeria  Andorra  Angola  \\\n",
-       "0    22-01-2020            0        0        0        0       0   \n",
-       "1    23-01-2020            0        0        0        0       0   \n",
-       "2    24-01-2020            0        0        0        0       0   \n",
-       "3    25-01-2020            0        0        0        0       0   \n",
-       "4    26-01-2020            0        0        0        0       0   \n",
-       "5    27-01-2020            0        0        0        0       0   \n",
-       "6    28-01-2020            0        0        0        0       0   \n",
-       "7    29-01-2020            0        0        0        0       0   \n",
-       "8    30-01-2020            0        0        0        0       0   \n",
-       "9    31-01-2020            0        0        0        0       0   \n",
-       "10   01-02-2020            0        0        0        0       0   \n",
-       "11   02-02-2020            0        0        0        0       0   \n",
-       "12   03-02-2020            0        0        0        0       0   \n",
-       "13   04-02-2020            0        0        0        0       0   \n",
-       "14   05-02-2020            0        0        0        0       0   \n",
-       "15   06-02-2020            0        0        0        0       0   \n",
-       "16   07-02-2020            0        0        0        0       0   \n",
-       "17   08-02-2020            0        0        0        0       0   \n",
-       "18   09-02-2020            0        0        0        0       0   \n",
-       "19   10-02-2020            0        0        0        0       0   \n",
-       "20   11-02-2020            0        0        0        0       0   \n",
-       "21   12-02-2020            0        0        0        0       0   \n",
-       "22   13-02-2020            0        0        0        0       0   \n",
-       "23   14-02-2020            0        0        0        0       0   \n",
-       "24   15-02-2020            0        0        0        0       0   \n",
-       "25   16-02-2020            0        0        0        0       0   \n",
-       "26   17-02-2020            0        0        0        0       0   \n",
-       "27   18-02-2020            0        0        0        0       0   \n",
-       "28   19-02-2020            0        0        0        0       0   \n",
-       "29   20-02-2020            0        0        0        0       0   \n",
-       "..          ...          ...      ...      ...      ...     ...   \n",
-       "683  05-12-2021       157454   201730   211469    18010   65259   \n",
-       "684  06-12-2021       157499   201902   211662    18631   65259   \n",
-       "685  07-12-2021       157508   202295   211859    18815   65301   \n",
-       "686  08-12-2021       157542   202641   212047    18815   65332   \n",
-       "687  09-12-2021       157585   202863   212224    19272   65346   \n",
-       "688  10-12-2021       157603   203215   212434    19440   65371   \n",
-       "689  11-12-2021       157611   203524   212652    19440   65397   \n",
-       "690  12-12-2021       157633   203787   212848    19440   65404   \n",
-       "691  13-12-2021       157648   203925   213058    19440   65404   \n",
-       "692  14-12-2021       157660   204301   213288    20136   65431   \n",
-       "693  15-12-2021       157665   204627   213533    20136   65565   \n",
-       "694  16-12-2021       157725   204928   213745    20549   65648   \n",
-       "695  17-12-2021       157734   205224   214044    20549   65760   \n",
-       "696  18-12-2021       157745   205549   214330    20549   65868   \n",
-       "697  19-12-2021       157787   205777   214592    20549   65938   \n",
-       "698  20-12-2021       157797   205897   214835    21062   66086   \n",
-       "699  21-12-2021       157816   206273   215145    21062   66566   \n",
-       "700  22-12-2021       157841   206616   215430    21372   67199   \n",
-       "701  23-12-2021       157878   206935   215723    21571   68362   \n",
-       "702  24-12-2021       157887   207221   216098    21730   70221   \n",
-       "703  25-12-2021       157895   207542   216376    21730   71142   \n",
-       "704  26-12-2021       157951   207709   216637    21730   71752   \n",
-       "705  27-12-2021       157967   207709   216930    22332   71752   \n",
-       "706  28-12-2021       157998   208352   217265    22540   76787   \n",
-       "707  29-12-2021       158037   208899   217647    22823   78475   \n",
-       "708  30-12-2021       158056   208899   218037    23122   79871   \n",
-       "709  31-12-2021       158084   210224   218432    23740   81593   \n",
-       "710  01-01-2022       158107   210224   218818    23740   82398   \n",
-       "711  02-01-2022       158189   210885   219159    23740   82920   \n",
-       "712  03-01-2022       158183   210885   219532    24502   83764   \n",
-       "\n",
-       "     Antigua and Barbuda  Argentina  Armenia  \\\n",
-       "0                      0          0        0   \n",
-       "1                      0          0        0   \n",
-       "2                      0          0        0   \n",
-       "3                      0          0        0   \n",
-       "4                      0          0        0   \n",
-       "5                      0          0        0   \n",
-       "6                      0          0        0   \n",
-       "7                      0          0        0   \n",
-       "8                      0          0        0   \n",
-       "9                      0          0        0   \n",
-       "10                     0          0        0   \n",
-       "11                     0          0        0   \n",
-       "12                     0          0        0   \n",
-       "13                     0          0        0   \n",
-       "14                     0          0        0   \n",
-       "15                     0          0        0   \n",
-       "16                     0          0        0   \n",
-       "17                     0          0        0   \n",
-       "18                     0          0        0   \n",
-       "19                     0          0        0   \n",
-       "20                     0          0        0   \n",
-       "21                     0          0        0   \n",
-       "22                     0          0        0   \n",
-       "23                     0          0        0   \n",
-       "24                     0          0        0   \n",
-       "25                     0          0        0   \n",
-       "26                     0          0        0   \n",
-       "27                     0          0        0   \n",
-       "28                     0          0        0   \n",
-       "29                     0          0        0   \n",
-       "..                   ...        ...      ...   \n",
-       "683                 4147    5340676   340723   \n",
-       "684                 4148    5343153   340818   \n",
-       "685                 4148    5346242   341058   \n",
-       "686                 4151    5348123   341468   \n",
-       "687                 4151    5350867   341768   \n",
-       "688                 4159    5354440   342115   \n",
-       "689                 4159    5356885   342405   \n",
-       "690                 4162    5358455   342538   \n",
-       "691                 4162    5361967   342604   \n",
-       "692                 4177    5366522   342765   \n",
-       "693                 4177    5371341   342977   \n",
-       "694                 4178    5376642   343157   \n",
-       "695                 4186    5382290   343350   \n",
-       "696                 4198    5386453   343506   \n",
-       "697                 4198    5389707   343636   \n",
-       "698                 4198    5395044   343708   \n",
-       "699                 4201    5404380   343845   \n",
-       "700                 4205    5415501   343997   \n",
-       "701                 4216    5428957   344126   \n",
-       "702                 4216    5445236   344261   \n",
-       "703                 4236    5452419   344379   \n",
-       "704                 4236    5460042   344481   \n",
-       "705                 4259    5480305   344540   \n",
-       "706                 4259    5514207   344649   \n",
-       "707                 4259    5556239   344737   \n",
-       "708                 4283    5606745   344826   \n",
-       "709                 4283    5654408   344930   \n",
-       "710                 4283    5674428   344980   \n",
-       "711                 4283    5694930   345007   \n",
-       "712                 4283    5739326   345036   \n",
-       "\n",
-       "    Australian Capital Territory Australia    ...     United Kingdom  Uruguay  \\\n",
-       "0                                        0    ...                  0        0   \n",
-       "1                                        0    ...                  0        0   \n",
-       "2                                        0    ...                  0        0   \n",
-       "3                                        0    ...                  0        0   \n",
-       "4                                        0    ...                  0        0   \n",
-       "5                                        0    ...                  0        0   \n",
-       "6                                        0    ...                  0        0   \n",
-       "7                                        0    ...                  0        0   \n",
-       "8                                        0    ...                  0        0   \n",
-       "9                                        0    ...                  2        0   \n",
-       "10                                       0    ...                  2        0   \n",
-       "11                                       0    ...                  2        0   \n",
-       "12                                       0    ...                  8        0   \n",
-       "13                                       0    ...                  8        0   \n",
-       "14                                       0    ...                  9        0   \n",
-       "15                                       0    ...                  9        0   \n",
-       "16                                       0    ...                  9        0   \n",
-       "17                                       0    ...                 13        0   \n",
-       "18                                       0    ...                 14        0   \n",
-       "19                                       0    ...                 14        0   \n",
-       "20                                       0    ...                 15        0   \n",
-       "21                                       0    ...                 16        0   \n",
-       "22                                       0    ...                 17        0   \n",
-       "23                                       0    ...                 18        0   \n",
-       "24                                       0    ...                 18        0   \n",
-       "25                                       0    ...                 18        0   \n",
-       "26                                       0    ...                 19        0   \n",
-       "27                                       0    ...                 19        0   \n",
-       "28                                       0    ...                 20        0   \n",
-       "29                                       0    ...                 22        0   \n",
-       "..                                     ...    ...                ...      ...   \n",
-       "683                                   2165    ...           10464389   400925   \n",
-       "684                                   2167    ...           10515239   401103   \n",
-       "685                                   2175    ...           10560341   401340   \n",
-       "686                                   2179    ...           10610958   401640   \n",
-       "687                                   2179    ...           10660981   401897   \n",
-       "688                                   2196    ...           10719165   402149   \n",
-       "689                                   2197    ...           10771444   402383   \n",
-       "690                                   2200    ...           10819515   402509   \n",
-       "691                                   2204    ...           10873468   402509   \n",
-       "692                                   2210    ...           10932545   402978   \n",
-       "693                                   2222    ...           11010286   403293   \n",
-       "694                                   2242    ...           11097851   403582   \n",
-       "695                                   2260    ...           11190354   403899   \n",
-       "696                                   2278    ...           11279428   404255   \n",
-       "697                                   2291    ...           11361387   404460   \n",
-       "698                                   2307    ...           11453121   404821   \n",
-       "699                                   2365    ...           11542143   405236   \n",
-       "700                                   2450    ...           11647473   405681   \n",
-       "701                                   2552    ...           11769921   406127   \n",
-       "702                                   2694    ...           11891292   406739   \n",
-       "703                                   2765    ...           11891292   407099   \n",
-       "704                                   2942    ...           11891292   407381   \n",
-       "705                                   3186    ...           12209991   407981   \n",
-       "706                                   3311    ...           12338676   408894   \n",
-       "707                                   3559    ...           12559926   410311   \n",
-       "708                                   3564    ...           12748050   411658   \n",
-       "709                                   4010    ...           12937886   413383   \n",
-       "710                                   4919    ...           13100458   414294   \n",
-       "711                                   5323    ...           13235401   415249   \n",
-       "712                                   5323    ...           13422815   416970   \n",
-       "\n",
-       "     Uzbekistan  Vanuatu  Venezuela  Vietnam  West Bank and Gaza  Yemen  \\\n",
-       "0             0        0          0        0                   0      0   \n",
-       "1             0        0          0        2                   0      0   \n",
-       "2             0        0          0        2                   0      0   \n",
-       "3             0        0          0        2                   0      0   \n",
-       "4             0        0          0        2                   0      0   \n",
-       "5             0        0          0        2                   0      0   \n",
-       "6             0        0          0        2                   0      0   \n",
-       "7             0        0          0        2                   0      0   \n",
-       "8             0        0          0        2                   0      0   \n",
-       "9             0        0          0        2                   0      0   \n",
-       "10            0        0          0        6                   0      0   \n",
-       "11            0        0          0        6                   0      0   \n",
-       "12            0        0          0        8                   0      0   \n",
-       "13            0        0          0        8                   0      0   \n",
-       "14            0        0          0        8                   0      0   \n",
-       "15            0        0          0       10                   0      0   \n",
-       "16            0        0          0       10                   0      0   \n",
-       "17            0        0          0       13                   0      0   \n",
-       "18            0        0          0       13                   0      0   \n",
-       "19            0        0          0       14                   0      0   \n",
-       "20            0        0          0       15                   0      0   \n",
-       "21            0        0          0       15                   0      0   \n",
-       "22            0        0          0       16                   0      0   \n",
-       "23            0        0          0       16                   0      0   \n",
-       "24            0        0          0       16                   0      0   \n",
-       "25            0        0          0       16                   0      0   \n",
-       "26            0        0          0       16                   0      0   \n",
-       "27            0        0          0       16                   0      0   \n",
-       "28            0        0          0       16                   0      0   \n",
-       "29            0        0          0       16                   0      0   \n",
-       "..          ...      ...        ...      ...                 ...    ...   \n",
-       "683      194333        6     434918  1309092              461467  10025   \n",
-       "684      194556        6     434918  1323683              462219  10034   \n",
-       "685      194703        6     435461  1337523              462621  10043   \n",
-       "686      194904        6     435825  1352122              462958  10047   \n",
-       "687      195098        6     436602  1367433              463277  10047   \n",
-       "688      195246        6     437113  1382272              463573  10056   \n",
-       "689      195524        6     437887  1398413              463573  10063   \n",
-       "690      195747        6     438683  1413051              463573  10069   \n",
-       "691      195958        6     438683  1428428              464341  10072   \n",
-       "692      196094        7     439089  1443648              464751  10075   \n",
-       "693      196303        7     439444  1459175              465094  10081   \n",
-       "694      196522        7     439935  1493237              465094  10086   \n",
-       "695      196739        7     440398  1508473              465094  10092   \n",
-       "696      196900        7     440784  1524368              465094  10097   \n",
-       "697      197074        7     441562  1540478              465094  10101   \n",
-       "698      197268        7     441562  1555455              466669  10102   \n",
-       "699      197392        7     441937  1571780              467058  10103   \n",
-       "700      197566        7     442178  1588335              467391  10103   \n",
-       "701      197753        7     442431  1604712              467682  10105   \n",
-       "702      197918        7     442999  1620869              467682  10109   \n",
-       "703      198099        7     442999  1636455              467682  10111   \n",
-       "704      198242        7     443332  1651673              467682  10115   \n",
-       "705      198387        7     443332  1666545              468619  10118   \n",
-       "706      198487        7     443983  1680985              469452  10123   \n",
-       "707      198626        7     443983  1694874              469748  10125   \n",
-       "708      198769        7     444411  1714742              469748  10126   \n",
-       "709      198903        7     444635  1731257              469748  10126   \n",
-       "710      199030        7     444828  1746092              469748  10127   \n",
-       "711      199118        7     444972  1763040              469748  10130   \n",
-       "712      199182        7     445082  1778976              469748  10138   \n",
-       "\n",
-       "     Zambia  Zimbabwe  \n",
-       "0         0         0  \n",
-       "1         0         0  \n",
-       "2         0         0  \n",
-       "3         0         0  \n",
-       "4         0         0  \n",
-       "5         0         0  \n",
-       "6         0         0  \n",
-       "7         0         0  \n",
-       "8         0         0  \n",
-       "9         0         0  \n",
-       "10        0         0  \n",
-       "11        0         0  \n",
-       "12        0         0  \n",
-       "13        0         0  \n",
-       "14        0         0  \n",
-       "15        0         0  \n",
-       "16        0         0  \n",
-       "17        0         0  \n",
-       "18        0         0  \n",
-       "19        0         0  \n",
-       "20        0         0  \n",
-       "21        0         0  \n",
-       "22        0         0  \n",
-       "23        0         0  \n",
-       "24        0         0  \n",
-       "25        0         0  \n",
-       "26        0         0  \n",
-       "27        0         0  \n",
-       "28        0         0  \n",
-       "29        0         0  \n",
-       "..      ...       ...  \n",
-       "683  210312    139046  \n",
-       "684  210327    139046  \n",
-       "685  210374    141601  \n",
-       "686  210436    150628  \n",
-       "687  210562    155817  \n",
-       "688  210724    155817  \n",
-       "689  210959    165002  \n",
-       "690  211077    167140  \n",
-       "691  211234    167140  \n",
-       "692  211705    172012  \n",
-       "693  212278    177690  \n",
-       "694  213139    182057  \n",
-       "695  214433    189567  \n",
-       "696  215472    189567  \n",
-       "697  216508    191673  \n",
-       "698  217117    195079  \n",
-       "699  219023    197768  \n",
-       "700  221880    199404  \n",
-       "701  225260    201344  \n",
-       "702  228932    202736  \n",
-       "703  231581    203746  \n",
-       "704  233120    204351  \n",
-       "705  234476    205449  \n",
-       "706  238383    207548  \n",
-       "707  243638    207548  \n",
-       "708  249193    211728  \n",
-       "709  254274    213258  \n",
-       "710  257948    214214  \n",
-       "711  259677    214214  \n",
-       "712  261221    216087  \n",
-       "\n",
-       "[713 rows x 281 columns]"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data['Date'] = [convert_dates(mdy) for mdy in data['Date']]\n",
-    "data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<bound method Artist.set of <matplotlib.axes._subplots.AxesSubplot object at 0x7fe9cf892da0>>"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "a = data.plot()\n",
-    "a.set"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.4"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/module3/exo3/covid_deces_series.csv b/module3/exo3/covid_deces_series.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ed4ec48f348e7d19eabd8f4e9d4b8b5d70fb6369
--- /dev/null
+++ b/module3/exo3/covid_deces_series.csv
@@ -0,0 +1,281 @@
+Province/State,Country/Region,Lat,Long,1/22/20,1/23/20,1/24/20,1/25/20,1/26/20,1/27/20,1/28/20,1/29/20,1/30/20,1/31/20,2/1/20,2/2/20,2/3/20,2/4/20,2/5/20,2/6/20,2/7/20,2/8/20,2/9/20,2/10/20,2/11/20,2/12/20,2/13/20,2/14/20,2/15/20,2/16/20,2/17/20,2/18/20,2/19/20,2/20/20,2/21/20,2/22/20,2/23/20,2/24/20,2/25/20,2/26/20,2/27/20,2/28/20,2/29/20,3/1/20,3/2/20,3/3/20,3/4/20,3/5/20,3/6/20,3/7/20,3/8/20,3/9/20,3/10/20,3/11/20,3/12/20,3/13/20,3/14/20,3/15/20,3/16/20,3/17/20,3/18/20,3/19/20,3/20/20,3/21/20,3/22/20,3/23/20,3/24/20,3/25/20,3/26/20,3/27/20,3/28/20,3/29/20,3/30/20,3/31/20,4/1/20,4/2/20,4/3/20,4/4/20,4/5/20,4/6/20,4/7/20,4/8/20,4/9/20,4/10/20,4/11/20,4/12/20,4/13/20,4/14/20,4/15/20,4/16/20,4/17/20,4/18/20,4/19/20,4/20/20,4/21/20,4/22/20,4/23/20,4/24/20,4/25/20,4/26/20,4/27/20,4/28/20,4/29/20,4/30/20,5/1/20,5/2/20,5/3/20,5/4/20,5/5/20,5/6/20,5/7/20,5/8/20,5/9/20,5/10/20,5/11/20,5/12/20,5/13/20,5/14/20,5/15/20,5/16/20,5/17/20,5/18/20,5/19/20,5/20/20,5/21/20,5/22/20,5/23/20,5/24/20,5/25/20,5/26/20,5/27/20,5/28/20,5/29/20,5/30/20,5/31/20,6/1/20,6/2/20,6/3/20,6/4/20,6/5/20,6/6/20,6/7/20,6/8/20,6/9/20,6/10/20,6/11/20,6/12/20,6/13/20,6/14/20,6/15/20,6/16/20,6/17/20,6/18/20,6/19/20,6/20/20,6/21/20,6/22/20,6/23/20,6/24/20,6/25/20,6/26/20,6/27/20,6/28/20,6/29/20,6/30/20,7/1/20,7/2/20,7/3/20,7/4/20,7/5/20,7/6/20,7/7/20,7/8/20,7/9/20,7/10/20,7/11/20,7/12/20,7/13/20,7/14/20,7/15/20,7/16/20,7/17/20,7/18/20,7/19/20,7/20/20,7/21/20,7/22/20,7/23/20,7/24/20,7/25/20,7/26/20,7/27/20,7/28/20,7/29/20,7/30/20,7/31/20,8/1/20,8/2/20,8/3/20,8/4/20,8/5/20,8/6/20,8/7/20,8/8/20,8/9/20,8/10/20,8/11/20,8/12/20,8/13/20,8/14/20,8/15/20,8/16/20,8/17/20,8/18/20,8/19/20,8/20/20,8/21/20,8/22/20,8/23/20,8/24/20,8/25/20,8/26/20,8/27/20,8/28/20,8/29/20,8/30/20,8/31/20,9/1/20,9/2/20,9/3/20,9/4/20,9/5/20,9/6/20,9/7/20,9/8/20,9/9/20,9/10/20,9/11/20,9/12/20,9/13/20,9/14/20,9/15/20,9/16/20,9/17/20,9/18/20,9/19/20,9/20/20,9/21/20,9/22/20,9/23/20,9/24/20,9/25/20,9/26/20,9/27/20,9/28/20,9/29/20,9/30/20,10/1/20,10/2/20,10/3/20,10/4/20,10/5/20,10/6/20,10/7/20,10/8/20,10/9/20,10/10/20,10/11/20,10/12/20,10/13/20,10/14/20,10/15/20,10/16/20,10/17/20,10/18/20,10/19/20,10/20/20,10/21/20,10/22/20,10/23/20,10/24/20,10/25/20,10/26/20,10/27/20,10/28/20,10/29/20,10/30/20,10/31/20,11/1/20,11/2/20,11/3/20,11/4/20,11/5/20,11/6/20,11/7/20,11/8/20,11/9/20,11/10/20,11/11/20,11/12/20,11/13/20,11/14/20,11/15/20,11/16/20,11/17/20,11/18/20,11/19/20,11/20/20,11/21/20,11/22/20,11/23/20,11/24/20,11/25/20,11/26/20,11/27/20,11/28/20,11/29/20,11/30/20,12/1/20,12/2/20,12/3/20,12/4/20,12/5/20,12/6/20,12/7/20,12/8/20,12/9/20,12/10/20,12/11/20,12/12/20,12/13/20,12/14/20,12/15/20,12/16/20,12/17/20,12/18/20,12/19/20,12/20/20,12/21/20,12/22/20,12/23/20,12/24/20,12/25/20,12/26/20,12/27/20,12/28/20,12/29/20,12/30/20,12/31/20,1/1/21,1/2/21,1/3/21,1/4/21,1/5/21,1/6/21,1/7/21,1/8/21,1/9/21,1/10/21,1/11/21,1/12/21,1/13/21,1/14/21,1/15/21,1/16/21,1/17/21,1/18/21,1/19/21,1/20/21,1/21/21,1/22/21,1/23/21,1/24/21,1/25/21,1/26/21,1/27/21,1/28/21,1/29/21,1/30/21,1/31/21,2/1/21,2/2/21,2/3/21,2/4/21,2/5/21,2/6/21,2/7/21,2/8/21,2/9/21,2/10/21,2/11/21,2/12/21,2/13/21,2/14/21,2/15/21,2/16/21,2/17/21,2/18/21,2/19/21,2/20/21,2/21/21,2/22/21,2/23/21,2/24/21,2/25/21,2/26/21,2/27/21,2/28/21,3/1/21,3/2/21,3/3/21,3/4/21,3/5/21,3/6/21,3/7/21,3/8/21,3/9/21,3/10/21,3/11/21,3/12/21,3/13/21,3/14/21,3/15/21,3/16/21,3/17/21,3/18/21,3/19/21,3/20/21,3/21/21,3/22/21,3/23/21,3/24/21,3/25/21,3/26/21,3/27/21,3/28/21,3/29/21,3/30/21,3/31/21,4/1/21,4/2/21,4/3/21,4/4/21,4/5/21,4/6/21,4/7/21,4/8/21,4/9/21,4/10/21,4/11/21,4/12/21,4/13/21,4/14/21,4/15/21,4/16/21,4/17/21,4/18/21,4/19/21,4/20/21,4/21/21,4/22/21,4/23/21,4/24/21,4/25/21,4/26/21,4/27/21,4/28/21,4/29/21,4/30/21,5/1/21,5/2/21,5/3/21,5/4/21,5/5/21,5/6/21,5/7/21,5/8/21,5/9/21,5/10/21,5/11/21,5/12/21,5/13/21,5/14/21,5/15/21,5/16/21,5/17/21,5/18/21,5/19/21,5/20/21,5/21/21,5/22/21,5/23/21,5/24/21,5/25/21,5/26/21,5/27/21,5/28/21,5/29/21,5/30/21,5/31/21,6/1/21,6/2/21,6/3/21,6/4/21,6/5/21,6/6/21,6/7/21,6/8/21,6/9/21,6/10/21,6/11/21,6/12/21,6/13/21,6/14/21,6/15/21,6/16/21,6/17/21,6/18/21,6/19/21,6/20/21,6/21/21,6/22/21,6/23/21,6/24/21,6/25/21,6/26/21,6/27/21,6/28/21,6/29/21,6/30/21,7/1/21,7/2/21,7/3/21,7/4/21,7/5/21,7/6/21,7/7/21,7/8/21,7/9/21,7/10/21,7/11/21,7/12/21,7/13/21,7/14/21,7/15/21,7/16/21,7/17/21,7/18/21,7/19/21,7/20/21,7/21/21,7/22/21,7/23/21,7/24/21,7/25/21,7/26/21,7/27/21,7/28/21,7/29/21,7/30/21,7/31/21,8/1/21,8/2/21,8/3/21,8/4/21,8/5/21,8/6/21,8/7/21,8/8/21,8/9/21,8/10/21,8/11/21,8/12/21,8/13/21,8/14/21,8/15/21,8/16/21,8/17/21,8/18/21,8/19/21,8/20/21,8/21/21,8/22/21,8/23/21,8/24/21,8/25/21,8/26/21,8/27/21,8/28/21,8/29/21,8/30/21,8/31/21,9/1/21,9/2/21,9/3/21,9/4/21,9/5/21,9/6/21,9/7/21,9/8/21,9/9/21,9/10/21,9/11/21,9/12/21,9/13/21,9/14/21,9/15/21,9/16/21,9/17/21,9/18/21,9/19/21,9/20/21,9/21/21,9/22/21,9/23/21,9/24/21,9/25/21,9/26/21,9/27/21,9/28/21,9/29/21,9/30/21,10/1/21,10/2/21,10/3/21,10/4/21,10/5/21,10/6/21,10/7/21,10/8/21,10/9/21,10/10/21,10/11/21,10/12/21,10/13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+,Angola,-11.2027,17.8739,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,3,3,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,5,5,6,6,6,6,7,8,8,9,9,10,10,10,10,10,10,11,11,13,15,17,18,19,19,19,21,21,22,23,23,26,26,26,27,28,29,29,29,29,30,33,33,35,39,40,41,47,48,51,52,54,55,58,59,62,64,67,70,75,78,80,80,80,86,86,88,88,90,92,93,94,94,96,100,102,103,105,106,107,107,108,109,112,113,115,117,117,120,124,126,130,131,132,134,136,139,143,144,147,147,152,154,155,159,162,167,171,174,176,179,183,185,189,193,195,199,211,211,208,212,218,218,219,222,227,228,234,241,247,248,251,255,260,265,267,268,270,271,275,275,279,284,286,289,291,296,299,300,303,307,308,308,312,315,317,322,322,324,328,332,333,334,336,337,337,338,340,341,342,345,346,348,350,351,352,353,354,354,354,355,358,362,365,366,371,372,372,379,382,384,386,387,390,393,393,393,396,399,399,403,403,405,405,405,407,408,408,410,413,413,415,416,416,420,422,424,425,428,431,436,439,442,444,448,452,457,459,461,462,462,464,464,464,466,466,468,470,473,474,475,475,475,478,487,487,490,491,492,493,494,496,498,498,498,499,499,500,501,502,504,506,508,508,510,510,511,511,512,514,515,516,516,517,519,520,521,521,522,522,522,524,526,527,530,530,532,532,532,533,533,534,536,537,538,538,540,542,543,547,547,549,549,550,553,554,554,557,557,560,561,561,563,565,570,572,574,577,579,583,587,591,594,596,600,602,603,609,618,622,628,630,633,636,639,645,649,651,655,659,677,685,696,704,709,715,725,731,735,742,745,749,757,764,766,772,780,784,788,794,797,800,803,811,815,819,825,831,836,842,847,851,853,856,859,868,875,878,881,883,887,889,891,894,900,903,906,910,913,915,920,925,925,928,929,935,939,941,946,951,952,954,957,969,970,973,977,981,982,984,991,994,1000,1003,1008,1011,1016,1018,1022,1026,1032,1042,1044,1049,1053,1057,1063,1070,1082,1086,1100,1103,1118,1125,1133,1138,1140,1153,1163,1166,1176,1182,1186,1192,1201,1210,1217,1227,1235,1248,1258,1270,1282,1299,1309,1313,1322,1327,1339,1345,1358,1360,1371,1378,1388,1388,1409,1414,1434,1460,1471,1487,1501,1513,1526,1537,1537,1567,1574,1577,1577,1587,1598,1603,1613,1618,1622,1629,1642,1650,1653,1660,1662,1664,1670,1678,1682,1685,1693,1695,1697,1701,1702,1703,1705,1707,1708,1710,1713,1713,1716,1718,1719,1719,1720,1721,1723,1723,1725,1726,1727,1727,1727,1729,1729,1729,1729,1730,1730,1730,1730,1731,1732,1733,1733,1733,1733,1733,1735,1735,1735,1735,1735,1735,1735,1735,1736,1737,1737,1737,1737,1737,1737,1737,1738,1738,1738,1738,1738,1741,1743,1746,1746,1749,1749,1756,1760,1764,1770,1772,1772,1775,1778,1789
+,Antigua and Barbuda,17.0608,-61.7964,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,2,2,2,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,8,9,9,9,9,9,9,9,10,10,10,11,13,14,14,14,14,14,14,14,14,14,19,21,21,21,21,21,22,23,23,25,27,27,27,27,27,27,27,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,29,29,29,29,30,30,30,30,31,31,31,31,31,31,31,31,31,31,31,31,31,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,33,33,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,44,44,44,44,44,46,46,46,47,47,47,47,48,48,48,48,48,48,55,55,55,55,55,57,63,63,64,64,64,76,76,79,81,84,85,85,85,87,88,91,91,93,93,93,93,93,93,95,95,95,95,97,97,97,99,99,99,99,102,102,102,102,102,102,102,102,104,104,105,105,105,105,105,105,106,107,107,107,107,108,108,108,108,108,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,118,118,118,118,118,118,118,119,119,119,119,119,119,119
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+Northern Territory,Australia,-12.4634,130.8456,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
+Queensland,Australia,-27.4698,153.0251,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,2,2,2,4,4,4,4,4,4,4,4,4,5,5,5,5,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,8
+South Australia,Australia,-34.9285,138.6007,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,3,3,3,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,5,5,5,6,6,6,8,8,8,8
+Tasmania,Australia,-42.8821,147.3272,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,2,2,2,2,2,3,3,4,4,5,5,6,6,6,7,7,7,7,7,7,8,9,10,11,11,11,12,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13
+Victoria,Australia,-37.8136,144.9631,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,3,3,4,4,4,4,5,7,8,8,10,11,12,12,13,14,14,14,14,14,14,14,14,14,14,14,14,16,16,16,17,17,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,20,20,20,20,20,20,20,20,20,20,20,20,22,22,22,22,22,23,24,24,24,27,29,32,34,38,39,42,44,49,55,61,71,77,83,92,105,112,116,123,136,147,162,170,181,193,210,228,246,267,275,289,293,309,334,351,363,376,385,398,415,430,438,462,485,496,513,524,565,570,576,591,650,661,666,675,683,694,701,710,716,723,729,729,737,745,750,757,761,763,766,771,773,781,782,784,787,794,798,800,802,805,806,806,807,809,809,809,809,810,810,811,816,816,816,816,816,817,817,817,817,817,817,817,817,817,819,819,819,819,819,819,819,819,819,819,819,819,819,819,819,819,819,819,819,819,819,819,819,819,819,819,819,819,819,819,819,819,819,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,820,822,822,823,823,823,823,823,823,823,824,824,824,824,826,828,828,829,830,831,832,833,836,840,841,842,844,845,849,856,861,864,866,869,873,877,888,890,895,900,905,913,921,934,945,951,957,964,970,981,993,1005,1021,1030,1041,1048,1052,1065,1090,1100,1111,1123,1125,1134,1142,1151,1161,1168,1177,1182,1192,1206,1209,1218,1222,1226,1231,1239,1248,1260,1268,1273,1277,1280,1298,1301,1306,1313,1318,1322,1325,1331,1336,1346,1357,1366,1372,1378,1385,1390,1399,1401,1414,1416,1418,1424,1427,1436,1443,1450,1454,1454,1460,1466,1476,1484,1490,1492,1495,1499,1504,1517,1525,1534,1537,1540,1542,1553,1559
+Western Australia,Australia,-31.9505,115.8605,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,3,4,4,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,7,8,8,8,8,8,8,8,8,8,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,10,10,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9
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+,Burma,21.9162,95.956,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,3,3,3,3,4,4,4,4,4,4,5,5,5,5,5,5,5,5,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,8,8,8,12,14,14,14,16,24,32,39,46,61,75,81,94,100,116,133,155,174,198,226,256,284,310,321,353,371,412,444,471,510,535,566,598,646,664,693,732,765,799,838,880,914,945,972,1005,1038,1066,1095,1122,1147,1172,1199,1219,1237,1258,1282,1307,1330,1352,1376,1396,1420,1437,1461,1480,1508,1534,1552,1577,1599,1625,1650,1676,1695,1722,1739,1765,1784,1810,1846,1865,1887,1918,1941,1972,1998,2028,2059,2081,2110,2132,2151,2174,2201,2220,2245,2268,2292,2319,2346,2377,2398,2424,2443,2465,2484,2507,2532,2552,2579,2601,2618,2637,2664,2682,2697,2711,2728,2744,2766,2785,2799,2812,2826,2846,2858,2878,2902,2912,2926,2942,2955,2973,2986,2997,3013,3031,3045,3062,3069,3082,3089,3103,3115,3125,3131,3138,3138,3160,3163,3168,3168,3168,3177,3180,3181,3184,3188,3188,3189,3190,3192,3192,3191,3194,3196,3196,3197,3197,3197,3198,3198,3199,3199,3199,3199,3199,3200,3200,3200,3200,3200,3200,3200,3201,3201,3201,3202,3202,3203,3203,3204,3204,3204,3204,3204,3204,3204,3204,3205,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3206,3207,3207,3209,3209,3209,3209,3209,3209,3209,3210,3210,3210,3210,3210,3210,3210,3211,3212,3212,3212,3212,3213,3213,3216,3216,3216,3216,3216,3216,3216,3216,3216,3216,3216,3216,3217,3217,3218,3221,3221,3223,3225,3227,3228,3233,3237,3239,3241,3244,3248,3248,3250,3250,3251,3258,3262,3265,3267,3269,3275,3282,3290,3297,3309,3320,3334,3347,3364,3384,3419,3461,3513,3570,3621,3685,3756,3838,3927,4036,4181,4346,4536,4769,5000,5281,5567,5814,6133,6459,6756,7111,7507,7845,8210,8552,8942,9334,9731,10061,10373,10695,10988,11262,11526,11776,12014,12234,12452,12667,12879,13078,13263,13445,13623,13786,13945,14096,14236,14374,14499,14622,14737,14850,14968,15077,15183,15287,15389,15490,15600,15693,15795,15891,15985,16082,16173,16265,16353,16451,16530,16617,16693,16784,16869,16944,17016,17073,17129,17202,17266,17343,17413,17465,17527,17583,17631,17682,17735,17789,17835,17883,17921,17957,17998,18034,18068,18104,18134,18162,18188,18222,18255,18297,18329,18359,18388,18416,18444,18465,18491,18511,18538,18560,18582,18603,18622,18644,18664,18697,18714,18728,18744,18766,18783,18804,18821,18839,18855,18869,18882,18899,18913,18929,18946,18963,18975,18989,19000,19011,19025,19034,19041,19049,19058,19067,19079,19088,19097,19104,19111,19120,19127,19135,19141,19146,19152,19157,19157,19170,19177,19183,19188,19193,19197,19201,19208,19213,19220,19226,19230,19235,19242,19248,19251,19254,19257,19260,19262,19265,19268,19272,19274,19277,19278,19282
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+,Cabo Verde,16.5388,-23.0418,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,3,3,3,3,3,3,3,4,4,4,4,4,4,4,5,5,5,5,5,5,5,5,5,6,6,6,6,7,7,7,7,8,8,8,8,8,8,8,10,12,12,12,15,15,15,15,16,17,17,18,18,18,19,19,19,19,19,19,19,19,21,21,21,21,21,21,22,22,22,22,22,23,23,23,24,24,25,26,27,27,29,32,32,32,33,33,33,33,34,35,36,36,36,37,37,37,37,37,37,38,38,38,39,40,40,40,41,41,41,42,42,42,42,43,43,44,44,44,45,46,47,49,50,50,51,52,52,54,55,55,56,57,59,59,60,61,62,62,65,68,69,71,71,73,74,75,75,77,79,79,82,85,86,87,87,90,91,94,94,94,94,94,94,95,95,95,95,95,95,95,97,100,100,100,100,101,102,102,102,102,103,103,103,104,104,104,104,104,104,104,104,105,105,105,105,105,106,106,107,108,109,109,109,109,109,109,110,110,110,110,110,110,110,110,111,111,111,112,112,112,112,112,112,112,112,112,113,113,113,113,113,113,113,113,114,114,114,115,115,115,115,118,119,119,120,120,121,122,122,124,127,127,129,129,131,131,133,134,134,134,135,135,135,135,135,136,137,138,138,139,139,139,139,140,141,142,142,143,144,144,144,145,145,146,147,147,147,148,150,152,152,152,154,154,154,155,155,155,156,156,156,157,158,158,159,159,159,160,163,163,164,165,165,165,165,168,168,169,171,171,173,173,173,175,176,177,177,182,184,187,188,188,189,189,192,193,194,198,199,201,201,203,208,211,213,213,217,220,223,226,228,229,230,231,232,232,235,236,238,243,244,246,249,251,252,253,253,254,256,256,258,259,259,259,261,263,264,264,264,266,266,267,267,267,267,269,270,271,272,273,273,276,276,279,280,281,281,283,283,284,284,285,286,286,286,286,286,286,287,287,287,288,288,289,289,289,289,289,289,290,290,292,294,295,295,295,295,296,297,297,297,297,298,298,298,298,298,298,298,298,298,298,298,298,298,298,298,298,298,298,298,298,299,300,300,300,300,300,302,302,303,305,306,307,307,308,308,309,310,313,314,314,315,315,315,316,317,317,318,320,320,320,322,323,324,327,327,327,330,331,332,332,333,334,334,334,336,336,337,339,340,340,342,342,345,345,346,346,346,346,346,347,347,347,347,347,347,347,347,347,347,347,349,349,349,349,349,349,349,349,349,349,349,349,349,349,349,349,350,350,350,350,350,350,350,350,350,350,350,350,350,350,350,349,349,349,349,349,349,349,349,350,350,351,351,351,351,351,351,351,351,351,351,351,351,351,351,351,351,351,352,352,352,352,352,352,352,352,352,352,352,352,352,352,352,354,356
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+Northwest Territories,Canada,64.8255,-124.8457,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,9,9,9,9,9,9,9,9,9,9,9,9,9,10,10,10,11,11,11,11,11,11,11,11,11,11,11,11,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12
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+Beijing,China,40.1824,116.4142,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,3,3,3,3,4,4,4,4,4,4,4,4,4,4,4,4,5,7,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9
+Chongqing,China,30.0572,107.874,0,0,0,0,0,0,0,0,0,0,1,2,2,2,2,2,2,2,2,2,3,3,4,5,5,5,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6
+Fujian,China,26.0789,117.9874,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
+Gansu,China,35.7518,104.2861,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2
+Guangdong,China,23.3417,113.4244,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,2,2,2,2,4,4,5,5,5,5,6,6,7,7,7,7,7,7,7,7,7,7,7,7,7,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8
+Guangxi,China,23.8298,108.7881,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2
+Guizhou,China,26.8154,106.8748,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2
+Hainan,China,19.1959,109.7453,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,2,2,3,3,3,4,4,4,4,4,4,4,4,4,4,4,5,5,5,5,5,5,5,5,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6
+Hebei,China,39.549,116.1306,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,3,3,3,3,3,4,4,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7
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+Hubei,China,30.9756,112.2707,17,17,24,40,52,76,125,125,162,204,249,350,414,479,549,618,699,780,871,974,1068,1068,1310,1457,1596,1696,1789,1921,2029,2144,2144,2346,2346,2495,2563,2615,2641,2682,2727,2761,2803,2835,2871,2902,2931,2959,2986,3008,3024,3046,3056,3062,3075,3085,3099,3111,3122,3130,3133,3139,3153,3153,3160,3163,3169,3174,3177,3182,3186,3187,3193,3199,3203,3207,3210,3212,3212,3213,3215,3216,3219,3219,3221,3221,3222,3222,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512,4512
+Hunan,China,27.6104,111.7088,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,2,2,2,2,3,3,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4
+Inner Mongolia,China,44.0935,113.9448,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
+Jiangsu,China,32.9711,119.455,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
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+,Comoros,-11.6455,43.3333,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,5,5,5,5,5,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,9,9,10,10,13,13,13,13,13,16,16,18,18,18,30,33,38,38,41,45,49,51,54,55,63,70,71,76,77,81,85,89,90,93,98,100,104,105,105,108,108,112,118,120,122,125,128,129,132,133,135,138,142,143,143,144,144,144,144,144,144,144,144,144,144,144,145,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,146,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,147,148,149,149,149,149,149,149,149,149,150,150,150,150,150,150,150,150,150,150,150,150,150,150,150,150,151,151,151,151,151,151,151,151,151,151,151,151,151,151,152,152,152,152,153,153,153,153,154,154,156,157,157,158,158,159,159
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+French Polynesia,France,-17.6797,149.4068,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,2,2,2,2,2,2,2,5,5,6,6,6,6,7,7,7,8,8,8,9,9,10,10,10,10,10,11,11,13,13,14,14,14,16,16,19,19,20,20,20,26,26,29,29,29,29,29,38,38,39,39,39,39,39,49,52,52,52,53,53,53,56,61,62,62,63,63,63,68,70,70,72,73,73,73,75,76,77,78,79,79,79,79,86,90,91,91,91,91,96,97,98,101,103,103,103,106,106,107,108,108,108,108,113,113,114,114,114,114,114,121,121,121,121,122,122,122,124,124,124,126,126,126,126,127,127,127,128,128,128,128,129,131,131,131,131,131,131,132,132,133,133,133,133,133,135,135,135,135,135,135,135,135,136,136,136,137,137,137,138,138,139,139,139,139,139,139,140,140,140,140,140,140,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,143,144,144,144,144,144,144,144,144,144,144,144,144,144,144,144,144,145,145,145,145,146,147,147,148,148,149,149,153,154,154,155,157,157,157,166,176,181,184,188,188,188,211,224,235,245,257,257,257,311,328,353,370,385,385,385,423,436,446,463,480,480,480,513,522,535,538,551,551,551,575,581,583,585,593,593,593,599,602,606,608,611,611,611,616,617,620,621,623,623,623,623,624,625,626,626,626,626,629,629,631,632,633,633,633,635,635,635,635,635,635,635,635,635,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636,636
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+,Mali,17.570692,-3.996166,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,3,3,3,3,5,5,5,7,7,7,7,9,10,13,13,13,13,13,14,14,14,17,21,21,21,23,23,24,25,26,26,26,27,29,32,32,32,35,37,38,39,40,44,46,46,48,52,52,53,55,60,62,63,65,67,70,70,72,73,76,77,78,78,79,85,87,90,90,92,94,96,97,101,104,104,104,104,107,107,108,109,109,111,111,112,113,113,113,114,115,116,116,117,117,118,119,119,119,120,120,121,121,121,121,121,121,121,121,121,121,121,122,123,123,123,123,123,124,124,124,124,124,124,124,124,124,124,124,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,126,126,126,126,126,126,126,126,126,126,126,127,127,127,128,128,128,128,128,128,128,128,128,128,128,128,128,129,130,130,130,130,130,130,131,131,131,131,131,131,131,131,131,131,131,132,132,132,132,132,132,132,132,132,132,132,132,132,132,132,132,133,136,136,136,136,136,136,136,136,137,137,137,137,137,137,137,138,138,139,139,141,141,141,141,142,143,143,145,146,148,148,148,149,149,152,156,160,161,162,163,163,164,175,180,181,184,185,189,194,201,205,209,211,215,220,222,225,225,229,235,245,249,253,256,262,269,269,271,276,278,279,284,285,286,290,295,298,299,303,303,305,308,308,310,311,317,318,320,321,323,323,324,327,327,328,329,330,330,330,333,333,333,336,338,338,339,339,339,340,340,342,342,342,342,342,342,344,347,348,348,348,348,349,350,352,353,355,355,357,357,358,358,358,358,358,358,359,360,360,360,363,364,365,366,367,367,368,371,372,372,375,376,376,379,384,384,385,386,390,391,392,393,396,400,402,404,405,408,414,417,419,421,426,429,433,441,444,451,456,460,462,467,474,476,477,481,484,485,489,491,492,493,493,497,499,500,502,506,507,508,510,511,511,511,511,512,512,512,513,514,514,514,514,514,516,517,517,517,517,517,517,517,518,519,519,520,521,521,523,523,523,523,523,523,523,524,524,524,524,524,525,525,525,525,525,525,525,525,525,525,526,527,527,527,527,528,528,528,528,528,528,528,529,529,530,530,530,530,530,530,530,530,530,531,531,531,531,532,532,533,534,534,534,534,534,534,534,534,534,534,534,534,534,535,535,535,535,535,535,536,536,536,536,537,537,538,539,539,539,539,539,539,540,541,542,542,542,542,542,543,543,543,543,543,543,545,545,545,545,545,547,547,547,547,547,547,547,548,548,548,549,549,549,550,551,552,552,553,553,553,553,554,555,555,555,557,557,557,558,558,558,558,558,558,559,559,561,562,563,563,563,565,568,569,570,571,574,576,576,579,581,582,584,585,585,588,589,589,589,590,591,592,594,601,601,601,602,603,605,606,606,610,611,613,617,618,618,619,621,622,623,628,629,630,633,634,634,637,639,639,646,647,648,652,652,653,654,658,658,658,658,660,668,668,668,670,670
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+,North Macedonia,41.6086,21.7453,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,3,3,3,4,6,7,9,11,11,12,17,18,23,26,29,30,32,34,34,38,44,45,46,49,49,51,54,55,56,56,57,59,61,65,71,73,77,81,82,84,85,86,88,89,90,91,91,91,92,95,95,97,98,101,104,106,110,111,112,113,113,113,116,119,121,126,131,133,140,141,145,147,149,151,153,156,157,164,169,171,179,188,193,201,210,216,222,233,238,247,251,259,265,268,277,286,298,302,306,321,328,334,341,346,351,359,362,368,376,382,385,389,393,401,406,414,422,432,432,442,445,451,460,460,466,471,476,480,486,493,497,500,505,511,517,519,523,527,528,529,530,532,535,539,544,547,549,551,554,557,563,564,568,573,578,585,590,596,600,603,604,606,606,609,614,617,623,631,634,637,642,646,648,652,661,668,675,683,689,693,700,705,710,712,721,722,725,729,737,739,743,749,753,756,760,768,772,775,781,785,792,797,800,809,815,821,824,834,846,850,862,874,883,897,919,934,949,963,977,982,994,1004,1025,1049,1071,1084,1096,1110,1136,1156,1186,1212,1238,1263,1281,1305,1345,1376,1397,1423,1462,1487,1511,1546,1561,1600,1630,1658,1699,1731,1763,1792,1825,1847,1877,1901,1924,1949,1977,2023,2051,2077,2096,2121,2147,2169,2194,2225,2254,2274,2292,2314,2340,2354,2375,2401,2427,2445,2456,2473,2488,2503,2510,2522,2530,2550,2559,2571,2581,2592,2614,2622,2635,2647,2657,2672,2682,2696,2702,2715,2726,2739,2754,2768,2779,2785,2791,2812,2821,2831,2841,2848,2855,2866,2873,2893,2900,2908,2916,2924,2946,2955,2959,2966,2971,2976,2989,2998,3003,3010,3018,3037,3047,3063,3076,3085,3098,3111,3119,3126,3137,3144,3151,3156,3165,3176,3185,3195,3206,3228,3244,3265,3280,3300,3319,3340,3364,3388,3403,3424,3448,3473,3503,3528,3545,3574,3607,3642,3675,3716,3749,3781,3810,3860,3905,3940,3977,4022,4073,4108,4150,4182,4228,4262,4289,4322,4357,4388,4419,4443,4478,4509,4556,4595,4628,4650,4677,4714,4742,4772,4818,4855,4891,4936,4961,4992,5016,5042,5067,5079,5093,5109,5135,5151,5168,5184,5197,5211,5230,5232,5249,5265,5280,5296,5311,5329,5342,5356,5369,5387,5398,5408,5413,5423,5429,5435,5442,5448,5455,5458,5462,5467,5468,5470,5471,5471,5472,5472,5472,5472,5474,5475,5475,5477,5477,5478,5481,5484,5484,5484,5484,5484,5484,5485,5486,5486,5486,5486,5486,5486,5486,5487,5487,5487,5487,5487,5487,5487,5487,5487,5487,5487,5487,5488,5489,5489,5489,5489,5491,5491,5491,5491,5493,5493,5493,5494,5494,5497,5501,5502,5503,5507,5509,5513,5521,5527,5532,5542,5552,5560,5574,5589,5608,5632,5654,5668,5695,5727,5755,5782,5818,5842,5869,5901,5938,5964,5987,6013,6045,6065,6097,6129,6153,6184,6214,6236,6259,6277,6307,6339,6367,6396,6437,6460,6472,6489,6511,6539,6557,6577,6594,6607,6630,6646,6668,6683,6683,6704,6719,6740,6758,6783,6799,6817,6831,6849,6855,6875,6888,6901,6922,6940,6964,6978,6998,7012,7019,7036,7051,7062,7072,7087,7098,7108,7121,7132,7145,7159,7178,7194,7204,7217,7232,7242,7255,7276,7294,7307,7320,7328,7337,7354,7367,7390,7406,7418,7436,7449,7464,7474,7492,7511,7528,7547,7569,7581,7592,7609,7616,7631,7641,7658,7674,7688,7695,7710,7723,7732,7740,7754,7768,7778,7794,7801,7815,7825,7838,7853,7868,7879,7894,7904,7907,7917,7935,7953,7960,7969,7975,7981,7996,8000
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+,Seychelles,-4.6796,55.492,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,3,3,3,3,3,3,3,3,3,3,3,4,4,5,5,5,5,6,7,7,7,7,7,7,8,8,9,9,10,10,10,10,10,11,11,11,11,11,11,11,11,11,11,11,13,14,14,14,14,14,15,15,15,15,16,16,16,16,16,16,16,16,16,18,18,18,18,20,20,20,21,22,22,22,22,22,22,22,23,23,24,24,24,24,25,25,25,25,25,25,25,25,25,25,25,27,27,27,27,27,27,28,28,28,28,28,28,28,28,28,28,30,30,30,30,30,30,35,35,35,38,38,38,38,38,38,38,38,38,40,40,40,40,42,42,42,42,42,42,42,42,42,42,43,43,43,46,51,51,52,52,52,52,53,55,55,55,55,55,55,56,57,57,57,57,57,57,57,68,68,68,68,68,68,68,68,68,75,75,75,79,79,79,79,79,79,79,79,79,79,79,79,86,86,91,91,91,91,91,91,91,91,91,91,91,91,98,98,98,98,98,98,98,98,98,98,98,102,102,102,102,102,102,102,102,103,103,103,103,103,103,106,106,106,106,106,106,106,106,106,106,106,106,110,110,110,110,110,110,110,110,112,112,112,112,112,112,112,116,116,118,118,118,118,118,118,118,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,122,122,122,122,122,122,125,125,125,125,125,125,125,125,125,125,125,125,125,127,127,127,127,127,127,127,127,129,129,129,129,129,129,129,131,131,131,131,131,131,131,131,131,131,131,131,131,134,134,134,134,134,134,134,134
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+,Zimbabwe,-19.015438,29.154857,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,6,6,6,6,6,6,6,6,7,7,7,7,7,8,8,9,9,9,9,13,18,18,19,20,20,23,24,25,25,26,26,26,28,32,34,34,36,40,41,53,67,69,70,80,81,81,84,102,102,104,104,104,122,128,128,130,132,135,141,150,151,152,153,155,155,166,179,189,195,196,196,202,203,206,206,206,206,206,210,218,222,222,224,224,224,224,224,224,224,224,225,225,225,226,227,227,227,227,227,228,228,228,228,228,228,228,228,229,229,229,229,230,230,230,230,231,231,231,231,231,232,233,236,236,236,236,237,242,242,242,242,242,243,243,245,246,248,248,250,251,253,254,255,255,255,257,257,257,257,260,261,265,265,265,268,273,274,274,274,275,275,275,276,277,277,280,281,291,291,294,303,304,305,306,307,307,309,310,313,314,316,318,320,322,326,330,339,341,341,349,354,359,360,363,369,377,380,384,418,431,446,468,483,507,528,551,589,636,666,683,713,773,825,879,917,962,974,1005,1075,1103,1122,1160,1178,1193,1217,1234,1254,1269,1288,1303,1316,1326,1339,1353,1364,1364,1393,1398,1400,1410,1414,1418,1420,1430,1432,1436,1441,1448,1456,1458,1463,1463,1463,1468,1472,1478,1483,1484,1485,1485,1487,1489,1489,1492,1496,1501,1503,1504,1507,1508,1509,1510,1510,1512,1514,1516,1516,1518,1518,1519,1520,1520,1520,1523,1523,1524,1524,1525,1525,1531,1531,1532,1535,1538,1538,1542,1543,1548,1550,1551,1552,1553,1553,1554,1555,1555,1556,1556,1557,1560,1565,1565,1567,1567,1568,1570,1573,1574,1574,1575,1576,1576,1576,1576,1579,1579,1582,1582,1582,1582,1582,1583,1583,1585,1586,1586,1586,1586,1587,1589,1592,1592,1594,1594,1594,1599,1599,1604,1605,1605,1606,1611,1617,1622,1626,1629,1632,1632,1635,1637,1640,1647,1656,1666,1672,1685,1691,1692,1709,1721,1725,1736,1749,1761,1789,1808,1841,1859,1878,1911,1939,1973,2029,2084,2126,2185,2236,2274,2332,2418,2520,2588,2622,2697,2747,2809,2870,2961,3050,3094,3173,3280,3340,3421,3490,3532,3583,3635,3676,3711,3754,3805,3826,3900,3919,3950,3991,4047,4073,4090,4109,4109,4156,4181,4198,4198,4236,4249,4293,4320,4338,4356,4374,4390,4401,4416,4419,4438,4449,4457,4466,4482,4493,4503,4517,4521,4532,4536,4538,4543,4550,4551,4560,4562,4563,4567,4569,4569,4592,4600,4600,4603,4604,4607,4615,4616,4623,4624,4625,4627,4627,4627,4630,4631,4634,4636,4637,4643,4645,4648,4655,4655,4657,4658,4658,4659,4659,4662,4663,4663,4669,4673,4674,4675,4675,4675,4675,4678,4679,4683,4684,4685,4685,4685,4685,4690,4691,4694,4694,4694,4696,4696,4697,4698,4699,4699,4699,4699,4699,4699,4699,4703,4704,4704,4704,4705,4706,4707,4707,4707,4708,4709,4710,4710,4713,4720,4723,4723,4735,4738,4738,4740,4745,4759,4779,4779,4782,4805,4819,4828,4855,4871,4885,4891,4908,4940,4940,4997,5004,5017,5017,5047,5078,5092
diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..116980b4185d905197cc1900d18223ffe10efef7
--- /dev/null
+++ b/module3/exo3/exercice.ipynb
@@ -0,0 +1,3985 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Autour du SARS-CoV-2 (Covid-19)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Import des packages nécessaires à l'exécution du code"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>.container { width:100% !important; }</style>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%matplotlib inline\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "import isoweek\n",
+    "import os\n",
+    "import urllib.request\n",
+    "import numpy as np\n",
+    "import seaborn as sns\n",
+    "import matplotlib.dates as mdates\n",
+    "from datetime import datetime as dt\n",
+    "\n",
+    "#Pour afficher le code sur toute la largeur de la fenêtre\n",
+    "from IPython.core.display import display, HTML\n",
+    "display(HTML(\"<style>.container { width:100% !important; }</style>\"))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Import des données\n",
+    "Si le fichier local *covid_series.csv* n'existe pas dans le répertoire, alors il est téléchargé à partir de l'url *data_url* dans *raw_data*. D'ailleurs, j'ai transposé le tableau *raw_data* pour qu'il soit plus facilement lisible. \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Province/State</th>\n",
+       "      <th>Country/Region</th>\n",
+       "      <th>Lat</th>\n",
+       "      <th>Long</th>\n",
+       "      <th>1/22/20</th>\n",
+       "      <th>1/23/20</th>\n",
+       "      <th>1/24/20</th>\n",
+       "      <th>1/25/20</th>\n",
+       "      <th>1/26/20</th>\n",
+       "      <th>1/27/20</th>\n",
+       "      <th>...</th>\n",
+       "      <th>12/27/21</th>\n",
+       "      <th>12/28/21</th>\n",
+       "      <th>12/29/21</th>\n",
+       "      <th>12/30/21</th>\n",
+       "      <th>12/31/21</th>\n",
+       "      <th>1/1/22</th>\n",
+       "      <th>1/2/22</th>\n",
+       "      <th>1/3/22</th>\n",
+       "      <th>1/4/22</th>\n",
+       "      <th>1/5/22</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>33.939110</td>\n",
+       "      <td>67.709953</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>157967</td>\n",
+       "      <td>157998</td>\n",
+       "      <td>158037</td>\n",
+       "      <td>158056</td>\n",
+       "      <td>158084</td>\n",
+       "      <td>158107</td>\n",
+       "      <td>158189</td>\n",
+       "      <td>158183</td>\n",
+       "      <td>158205</td>\n",
+       "      <td>158245</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Albania</td>\n",
+       "      <td>41.153300</td>\n",
+       "      <td>20.168300</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>207709</td>\n",
+       "      <td>208352</td>\n",
+       "      <td>208899</td>\n",
+       "      <td>208899</td>\n",
+       "      <td>210224</td>\n",
+       "      <td>210224</td>\n",
+       "      <td>210885</td>\n",
+       "      <td>210885</td>\n",
+       "      <td>212021</td>\n",
+       "      <td>212021</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>28.033900</td>\n",
+       "      <td>1.659600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>216930</td>\n",
+       "      <td>217265</td>\n",
+       "      <td>217647</td>\n",
+       "      <td>218037</td>\n",
+       "      <td>218432</td>\n",
+       "      <td>218818</td>\n",
+       "      <td>219159</td>\n",
+       "      <td>219532</td>\n",
+       "      <td>219953</td>\n",
+       "      <td>220415</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Andorra</td>\n",
+       "      <td>42.506300</td>\n",
+       "      <td>1.521800</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22332</td>\n",
+       "      <td>22540</td>\n",
+       "      <td>22823</td>\n",
+       "      <td>23122</td>\n",
+       "      <td>23740</td>\n",
+       "      <td>23740</td>\n",
+       "      <td>23740</td>\n",
+       "      <td>24502</td>\n",
+       "      <td>24802</td>\n",
+       "      <td>25289</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>-11.202700</td>\n",
+       "      <td>17.873900</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>71752</td>\n",
+       "      <td>76787</td>\n",
+       "      <td>78475</td>\n",
+       "      <td>79871</td>\n",
+       "      <td>81593</td>\n",
+       "      <td>82398</td>\n",
+       "      <td>82920</td>\n",
+       "      <td>83764</td>\n",
+       "      <td>84666</td>\n",
+       "      <td>86636</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Antigua and Barbuda</td>\n",
+       "      <td>17.060800</td>\n",
+       "      <td>-61.796400</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4259</td>\n",
+       "      <td>4259</td>\n",
+       "      <td>4259</td>\n",
+       "      <td>4283</td>\n",
+       "      <td>4283</td>\n",
+       "      <td>4283</td>\n",
+       "      <td>4283</td>\n",
+       "      <td>4283</td>\n",
+       "      <td>4486</td>\n",
+       "      <td>4486</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Argentina</td>\n",
+       "      <td>-38.416100</td>\n",
+       "      <td>-63.616700</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5480305</td>\n",
+       "      <td>5514207</td>\n",
+       "      <td>5556239</td>\n",
+       "      <td>5606745</td>\n",
+       "      <td>5654408</td>\n",
+       "      <td>5674428</td>\n",
+       "      <td>5694930</td>\n",
+       "      <td>5739326</td>\n",
+       "      <td>5820536</td>\n",
+       "      <td>5915695</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Armenia</td>\n",
+       "      <td>40.069100</td>\n",
+       "      <td>45.038200</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>344540</td>\n",
+       "      <td>344649</td>\n",
+       "      <td>344737</td>\n",
+       "      <td>344826</td>\n",
+       "      <td>344930</td>\n",
+       "      <td>344980</td>\n",
+       "      <td>345007</td>\n",
+       "      <td>345036</td>\n",
+       "      <td>345126</td>\n",
+       "      <td>345255</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Australian Capital Territory</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-35.473500</td>\n",
+       "      <td>149.012400</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3186</td>\n",
+       "      <td>3311</td>\n",
+       "      <td>3559</td>\n",
+       "      <td>3564</td>\n",
+       "      <td>4010</td>\n",
+       "      <td>4919</td>\n",
+       "      <td>5323</td>\n",
+       "      <td>5323</td>\n",
+       "      <td>7054</td>\n",
+       "      <td>8021</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>New South Wales</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-33.868800</td>\n",
+       "      <td>151.209300</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>143042</td>\n",
+       "      <td>154191</td>\n",
+       "      <td>166373</td>\n",
+       "      <td>187504</td>\n",
+       "      <td>187504</td>\n",
+       "      <td>228307</td>\n",
+       "      <td>249064</td>\n",
+       "      <td>272160</td>\n",
+       "      <td>307214</td>\n",
+       "      <td>342133</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Northern Territory</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-12.463400</td>\n",
+       "      <td>130.845600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>448</td>\n",
+       "      <td>474</td>\n",
+       "      <td>496</td>\n",
+       "      <td>572</td>\n",
+       "      <td>572</td>\n",
+       "      <td>624</td>\n",
+       "      <td>624</td>\n",
+       "      <td>880</td>\n",
+       "      <td>883</td>\n",
+       "      <td>985</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Queensland</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-27.469800</td>\n",
+       "      <td>153.025100</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6961</td>\n",
+       "      <td>8534</td>\n",
+       "      <td>10752</td>\n",
+       "      <td>13863</td>\n",
+       "      <td>13863</td>\n",
+       "      <td>19707</td>\n",
+       "      <td>19707</td>\n",
+       "      <td>23941</td>\n",
+       "      <td>36407</td>\n",
+       "      <td>46731</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>South Australia</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-34.928500</td>\n",
+       "      <td>138.600700</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5162</td>\n",
+       "      <td>6160</td>\n",
+       "      <td>7625</td>\n",
+       "      <td>11078</td>\n",
+       "      <td>11078</td>\n",
+       "      <td>15476</td>\n",
+       "      <td>15473</td>\n",
+       "      <td>18021</td>\n",
+       "      <td>21255</td>\n",
+       "      <td>27815</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Tasmania</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-42.882100</td>\n",
+       "      <td>147.327200</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>483</td>\n",
+       "      <td>540</td>\n",
+       "      <td>637</td>\n",
+       "      <td>785</td>\n",
+       "      <td>785</td>\n",
+       "      <td>1613</td>\n",
+       "      <td>1628</td>\n",
+       "      <td>2259</td>\n",
+       "      <td>3674</td>\n",
+       "      <td>4422</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Victoria</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-37.813600</td>\n",
+       "      <td>144.963100</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>161845</td>\n",
+       "      <td>165595</td>\n",
+       "      <td>170732</td>\n",
+       "      <td>176614</td>\n",
+       "      <td>183976</td>\n",
+       "      <td>191148</td>\n",
+       "      <td>199576</td>\n",
+       "      <td>213548</td>\n",
+       "      <td>231126</td>\n",
+       "      <td>252916</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Western Australia</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-31.950500</td>\n",
+       "      <td>115.860500</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1148</td>\n",
+       "      <td>1148</td>\n",
+       "      <td>1148</td>\n",
+       "      <td>1153</td>\n",
+       "      <td>1161</td>\n",
+       "      <td>1161</td>\n",
+       "      <td>1168</td>\n",
+       "      <td>1176</td>\n",
+       "      <td>1190</td>\n",
+       "      <td>1206</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Austria</td>\n",
+       "      <td>47.516200</td>\n",
+       "      <td>14.550100</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1266103</td>\n",
+       "      <td>1268519</td>\n",
+       "      <td>1271770</td>\n",
+       "      <td>1274995</td>\n",
+       "      <td>1278619</td>\n",
+       "      <td>1282227</td>\n",
+       "      <td>1285510</td>\n",
+       "      <td>1288829</td>\n",
+       "      <td>1294325</td>\n",
+       "      <td>1304086</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Azerbaijan</td>\n",
+       "      <td>40.143100</td>\n",
+       "      <td>47.576900</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>614936</td>\n",
+       "      <td>615312</td>\n",
+       "      <td>615842</td>\n",
+       "      <td>616352</td>\n",
+       "      <td>616947</td>\n",
+       "      <td>617311</td>\n",
+       "      <td>617679</td>\n",
+       "      <td>617952</td>\n",
+       "      <td>618365</td>\n",
+       "      <td>618918</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bahamas</td>\n",
+       "      <td>25.025885</td>\n",
+       "      <td>-78.035889</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23539</td>\n",
+       "      <td>23539</td>\n",
+       "      <td>24204</td>\n",
+       "      <td>24269</td>\n",
+       "      <td>24476</td>\n",
+       "      <td>24476</td>\n",
+       "      <td>25285</td>\n",
+       "      <td>25534</td>\n",
+       "      <td>26011</td>\n",
+       "      <td>26326</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bahrain</td>\n",
+       "      <td>26.027500</td>\n",
+       "      <td>50.550000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>280109</td>\n",
+       "      <td>280482</td>\n",
+       "      <td>280876</td>\n",
+       "      <td>281406</td>\n",
+       "      <td>282062</td>\n",
+       "      <td>282677</td>\n",
+       "      <td>283344</td>\n",
+       "      <td>284224</td>\n",
+       "      <td>285448</td>\n",
+       "      <td>286529</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bangladesh</td>\n",
+       "      <td>23.685000</td>\n",
+       "      <td>90.356300</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1583626</td>\n",
+       "      <td>1584023</td>\n",
+       "      <td>1584518</td>\n",
+       "      <td>1585027</td>\n",
+       "      <td>1585539</td>\n",
+       "      <td>1585909</td>\n",
+       "      <td>1586466</td>\n",
+       "      <td>1587140</td>\n",
+       "      <td>1587915</td>\n",
+       "      <td>1588807</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Barbados</td>\n",
+       "      <td>13.193900</td>\n",
+       "      <td>-59.543200</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27724</td>\n",
+       "      <td>27836</td>\n",
+       "      <td>28063</td>\n",
+       "      <td>28310</td>\n",
+       "      <td>28565</td>\n",
+       "      <td>28810</td>\n",
+       "      <td>28960</td>\n",
+       "      <td>29160</td>\n",
+       "      <td>29698</td>\n",
+       "      <td>30177</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Belarus</td>\n",
+       "      <td>53.709800</td>\n",
+       "      <td>27.953400</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>694226</td>\n",
+       "      <td>694727</td>\n",
+       "      <td>696220</td>\n",
+       "      <td>697600</td>\n",
+       "      <td>699110</td>\n",
+       "      <td>700421</td>\n",
+       "      <td>701192</td>\n",
+       "      <td>701699</td>\n",
+       "      <td>702374</td>\n",
+       "      <td>703507</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Belgium</td>\n",
+       "      <td>50.833300</td>\n",
+       "      <td>4.469936</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2052871</td>\n",
+       "      <td>2062836</td>\n",
+       "      <td>2075781</td>\n",
+       "      <td>2089657</td>\n",
+       "      <td>2105343</td>\n",
+       "      <td>2105343</td>\n",
+       "      <td>2105343</td>\n",
+       "      <td>2133284</td>\n",
+       "      <td>2151914</td>\n",
+       "      <td>2179710</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Belize</td>\n",
+       "      <td>17.189900</td>\n",
+       "      <td>-88.497600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>31503</td>\n",
+       "      <td>31734</td>\n",
+       "      <td>32067</td>\n",
+       "      <td>32488</td>\n",
+       "      <td>32840</td>\n",
+       "      <td>32840</td>\n",
+       "      <td>32840</td>\n",
+       "      <td>33457</td>\n",
+       "      <td>34087</td>\n",
+       "      <td>34628</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Benin</td>\n",
+       "      <td>9.307700</td>\n",
+       "      <td>2.315800</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24935</td>\n",
+       "      <td>24935</td>\n",
+       "      <td>24935</td>\n",
+       "      <td>24935</td>\n",
+       "      <td>24935</td>\n",
+       "      <td>24935</td>\n",
+       "      <td>24935</td>\n",
+       "      <td>24935</td>\n",
+       "      <td>25522</td>\n",
+       "      <td>25522</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bhutan</td>\n",
+       "      <td>27.514200</td>\n",
+       "      <td>90.433600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2660</td>\n",
+       "      <td>2660</td>\n",
+       "      <td>2660</td>\n",
+       "      <td>2660</td>\n",
+       "      <td>2660</td>\n",
+       "      <td>2660</td>\n",
+       "      <td>2660</td>\n",
+       "      <td>2664</td>\n",
+       "      <td>2666</td>\n",
+       "      <td>2669</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bolivia</td>\n",
+       "      <td>-16.290200</td>\n",
+       "      <td>-63.588700</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>577808</td>\n",
+       "      <td>580690</td>\n",
+       "      <td>585624</td>\n",
+       "      <td>591773</td>\n",
+       "      <td>599753</td>\n",
+       "      <td>599753</td>\n",
+       "      <td>611031</td>\n",
+       "      <td>622312</td>\n",
+       "      <td>622312</td>\n",
+       "      <td>631554</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bosnia and Herzegovina</td>\n",
+       "      <td>43.915900</td>\n",
+       "      <td>17.679100</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>288128</td>\n",
+       "      <td>288876</td>\n",
+       "      <td>289676</td>\n",
+       "      <td>290471</td>\n",
+       "      <td>291313</td>\n",
+       "      <td>291313</td>\n",
+       "      <td>291313</td>\n",
+       "      <td>291313</td>\n",
+       "      <td>293684</td>\n",
+       "      <td>295240</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Botswana</td>\n",
+       "      <td>-22.328500</td>\n",
+       "      <td>24.684900</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>212482</td>\n",
+       "      <td>212482</td>\n",
+       "      <td>212482</td>\n",
+       "      <td>219509</td>\n",
+       "      <td>219509</td>\n",
+       "      <td>219509</td>\n",
+       "      <td>219509</td>\n",
+       "      <td>222053</td>\n",
+       "      <td>222053</td>\n",
+       "      <td>222053</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>250</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Togo</td>\n",
+       "      <td>8.619500</td>\n",
+       "      <td>0.824800</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28504</td>\n",
+       "      <td>28925</td>\n",
+       "      <td>28925</td>\n",
+       "      <td>29416</td>\n",
+       "      <td>30163</td>\n",
+       "      <td>30163</td>\n",
+       "      <td>31165</td>\n",
+       "      <td>31390</td>\n",
+       "      <td>31691</td>\n",
+       "      <td>32515</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>251</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Tonga</td>\n",
+       "      <td>-21.179000</td>\n",
+       "      <td>-175.198200</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>252</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Trinidad and Tobago</td>\n",
+       "      <td>10.691800</td>\n",
+       "      <td>-61.222500</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>90004</td>\n",
+       "      <td>90364</td>\n",
+       "      <td>90829</td>\n",
+       "      <td>91320</td>\n",
+       "      <td>91899</td>\n",
+       "      <td>92201</td>\n",
+       "      <td>92659</td>\n",
+       "      <td>92997</td>\n",
+       "      <td>93634</td>\n",
+       "      <td>94213</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>253</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Tunisia</td>\n",
+       "      <td>33.886917</td>\n",
+       "      <td>9.537499</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>723422</td>\n",
+       "      <td>724092</td>\n",
+       "      <td>724092</td>\n",
+       "      <td>724680</td>\n",
+       "      <td>726706</td>\n",
+       "      <td>727843</td>\n",
+       "      <td>728260</td>\n",
+       "      <td>728802</td>\n",
+       "      <td>731077</td>\n",
+       "      <td>733379</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>254</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Turkey</td>\n",
+       "      <td>38.963700</td>\n",
+       "      <td>35.243300</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9335193</td>\n",
+       "      <td>9367369</td>\n",
+       "      <td>9367369</td>\n",
+       "      <td>9443734</td>\n",
+       "      <td>9484520</td>\n",
+       "      <td>9521251</td>\n",
+       "      <td>9554771</td>\n",
+       "      <td>9599640</td>\n",
+       "      <td>9654364</td>\n",
+       "      <td>9720831</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>255</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>US</td>\n",
+       "      <td>40.000000</td>\n",
+       "      <td>-100.000000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>52827635</td>\n",
+       "      <td>53182318</td>\n",
+       "      <td>53679320</td>\n",
+       "      <td>54269867</td>\n",
+       "      <td>54742382</td>\n",
+       "      <td>54858824</td>\n",
+       "      <td>55106998</td>\n",
+       "      <td>56189547</td>\n",
+       "      <td>57058734</td>\n",
+       "      <td>57702394</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>256</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Uganda</td>\n",
+       "      <td>1.373333</td>\n",
+       "      <td>32.290275</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>135091</td>\n",
+       "      <td>136065</td>\n",
+       "      <td>137337</td>\n",
+       "      <td>139079</td>\n",
+       "      <td>140737</td>\n",
+       "      <td>142604</td>\n",
+       "      <td>144540</td>\n",
+       "      <td>145963</td>\n",
+       "      <td>146843</td>\n",
+       "      <td>148609</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>257</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>48.379400</td>\n",
+       "      <td>31.165600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3825917</td>\n",
+       "      <td>3828336</td>\n",
+       "      <td>3833952</td>\n",
+       "      <td>3840041</td>\n",
+       "      <td>3847226</td>\n",
+       "      <td>3852397</td>\n",
+       "      <td>3854405</td>\n",
+       "      <td>3856359</td>\n",
+       "      <td>3858248</td>\n",
+       "      <td>3862959</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>258</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>United Arab Emirates</td>\n",
+       "      <td>23.424076</td>\n",
+       "      <td>53.847818</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>753065</td>\n",
+       "      <td>754911</td>\n",
+       "      <td>757145</td>\n",
+       "      <td>759511</td>\n",
+       "      <td>761937</td>\n",
+       "      <td>764493</td>\n",
+       "      <td>767093</td>\n",
+       "      <td>769608</td>\n",
+       "      <td>772189</td>\n",
+       "      <td>774897</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>259</th>\n",
+       "      <td>Anguilla</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>18.220600</td>\n",
+       "      <td>-63.068600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1646</td>\n",
+       "      <td>1674</td>\n",
+       "      <td>1674</td>\n",
+       "      <td>1674</td>\n",
+       "      <td>1674</td>\n",
+       "      <td>1674</td>\n",
+       "      <td>1674</td>\n",
+       "      <td>1674</td>\n",
+       "      <td>1777</td>\n",
+       "      <td>1777</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>260</th>\n",
+       "      <td>Bermuda</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>32.307800</td>\n",
+       "      <td>-64.750500</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6014</td>\n",
+       "      <td>6064</td>\n",
+       "      <td>6064</td>\n",
+       "      <td>6420</td>\n",
+       "      <td>6420</td>\n",
+       "      <td>6420</td>\n",
+       "      <td>6420</td>\n",
+       "      <td>6420</td>\n",
+       "      <td>6936</td>\n",
+       "      <td>6936</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>261</th>\n",
+       "      <td>British Virgin Islands</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>18.420700</td>\n",
+       "      <td>-64.640000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3071</td>\n",
+       "      <td>3071</td>\n",
+       "      <td>3071</td>\n",
+       "      <td>3397</td>\n",
+       "      <td>3492</td>\n",
+       "      <td>3492</td>\n",
+       "      <td>3492</td>\n",
+       "      <td>3760</td>\n",
+       "      <td>3760</td>\n",
+       "      <td>3760</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>262</th>\n",
+       "      <td>Cayman Islands</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>19.313300</td>\n",
+       "      <td>-81.254600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8386</td>\n",
+       "      <td>8386</td>\n",
+       "      <td>8386</td>\n",
+       "      <td>8818</td>\n",
+       "      <td>8818</td>\n",
+       "      <td>8943</td>\n",
+       "      <td>8943</td>\n",
+       "      <td>8943</td>\n",
+       "      <td>9509</td>\n",
+       "      <td>9509</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>263</th>\n",
+       "      <td>Channel Islands</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>49.372300</td>\n",
+       "      <td>-2.364400</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>23627</td>\n",
+       "      <td>23627</td>\n",
+       "      <td>25998</td>\n",
+       "      <td>26799</td>\n",
+       "      <td>27507</td>\n",
+       "      <td>27507</td>\n",
+       "      <td>27507</td>\n",
+       "      <td>27507</td>\n",
+       "      <td>30024</td>\n",
+       "      <td>30825</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>264</th>\n",
+       "      <td>Falkland Islands (Malvinas)</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>-51.796300</td>\n",
+       "      <td>-59.523600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>83</td>\n",
+       "      <td>83</td>\n",
+       "      <td>83</td>\n",
+       "      <td>83</td>\n",
+       "      <td>83</td>\n",
+       "      <td>83</td>\n",
+       "      <td>83</td>\n",
+       "      <td>83</td>\n",
+       "      <td>83</td>\n",
+       "      <td>84</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>265</th>\n",
+       "      <td>Gibraltar</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>36.140800</td>\n",
+       "      <td>-5.353600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8220</td>\n",
+       "      <td>8297</td>\n",
+       "      <td>8421</td>\n",
+       "      <td>8533</td>\n",
+       "      <td>8701</td>\n",
+       "      <td>8794</td>\n",
+       "      <td>8821</td>\n",
+       "      <td>8927</td>\n",
+       "      <td>9059</td>\n",
+       "      <td>9227</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>266</th>\n",
+       "      <td>Isle of Man</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>54.236100</td>\n",
+       "      <td>-4.548100</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13451</td>\n",
+       "      <td>13487</td>\n",
+       "      <td>13487</td>\n",
+       "      <td>13578</td>\n",
+       "      <td>13641</td>\n",
+       "      <td>13695</td>\n",
+       "      <td>13695</td>\n",
+       "      <td>13754</td>\n",
+       "      <td>16975</td>\n",
+       "      <td>17416</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>267</th>\n",
+       "      <td>Montserrat</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>16.742498</td>\n",
+       "      <td>-62.187366</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>45</td>\n",
+       "      <td>45</td>\n",
+       "      <td>45</td>\n",
+       "      <td>46</td>\n",
+       "      <td>46</td>\n",
+       "      <td>50</td>\n",
+       "      <td>51</td>\n",
+       "      <td>66</td>\n",
+       "      <td>66</td>\n",
+       "      <td>76</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>268</th>\n",
+       "      <td>Saint Helena, Ascension and Tristan da Cunha</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>-7.946700</td>\n",
+       "      <td>-14.355900</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>269</th>\n",
+       "      <td>Turks and Caicos Islands</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>21.694000</td>\n",
+       "      <td>-71.797900</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3276</td>\n",
+       "      <td>3283</td>\n",
+       "      <td>3283</td>\n",
+       "      <td>3283</td>\n",
+       "      <td>3284</td>\n",
+       "      <td>3408</td>\n",
+       "      <td>3560</td>\n",
+       "      <td>3562</td>\n",
+       "      <td>3562</td>\n",
+       "      <td>3562</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>270</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>55.378100</td>\n",
+       "      <td>-3.436000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12239797</td>\n",
+       "      <td>12377822</td>\n",
+       "      <td>12559926</td>\n",
+       "      <td>12748050</td>\n",
+       "      <td>12937886</td>\n",
+       "      <td>13100458</td>\n",
+       "      <td>13235401</td>\n",
+       "      <td>13422815</td>\n",
+       "      <td>13641520</td>\n",
+       "      <td>13835334</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>271</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Uruguay</td>\n",
+       "      <td>-32.522800</td>\n",
+       "      <td>-55.765800</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>407981</td>\n",
+       "      <td>408894</td>\n",
+       "      <td>410311</td>\n",
+       "      <td>411658</td>\n",
+       "      <td>413383</td>\n",
+       "      <td>414294</td>\n",
+       "      <td>415249</td>\n",
+       "      <td>416970</td>\n",
+       "      <td>420108</td>\n",
+       "      <td>425436</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>272</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Uzbekistan</td>\n",
+       "      <td>41.377491</td>\n",
+       "      <td>64.585262</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>198387</td>\n",
+       "      <td>198487</td>\n",
+       "      <td>198626</td>\n",
+       "      <td>198769</td>\n",
+       "      <td>198903</td>\n",
+       "      <td>199030</td>\n",
+       "      <td>199118</td>\n",
+       "      <td>199182</td>\n",
+       "      <td>199271</td>\n",
+       "      <td>199361</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>273</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Vanuatu</td>\n",
+       "      <td>-15.376700</td>\n",
+       "      <td>166.959200</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>274</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Venezuela</td>\n",
+       "      <td>6.423800</td>\n",
+       "      <td>-66.589700</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>443332</td>\n",
+       "      <td>443983</td>\n",
+       "      <td>443983</td>\n",
+       "      <td>444411</td>\n",
+       "      <td>444635</td>\n",
+       "      <td>444828</td>\n",
+       "      <td>444972</td>\n",
+       "      <td>445082</td>\n",
+       "      <td>445369</td>\n",
+       "      <td>445680</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>275</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Vietnam</td>\n",
+       "      <td>14.058324</td>\n",
+       "      <td>108.277199</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1666545</td>\n",
+       "      <td>1680985</td>\n",
+       "      <td>1694874</td>\n",
+       "      <td>1714742</td>\n",
+       "      <td>1731257</td>\n",
+       "      <td>1746092</td>\n",
+       "      <td>1763040</td>\n",
+       "      <td>1778976</td>\n",
+       "      <td>1800704</td>\n",
+       "      <td>1817721</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>276</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>West Bank and Gaza</td>\n",
+       "      <td>31.952200</td>\n",
+       "      <td>35.233200</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>468619</td>\n",
+       "      <td>469452</td>\n",
+       "      <td>469748</td>\n",
+       "      <td>469748</td>\n",
+       "      <td>469748</td>\n",
+       "      <td>469748</td>\n",
+       "      <td>469748</td>\n",
+       "      <td>469748</td>\n",
+       "      <td>471090</td>\n",
+       "      <td>471414</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>277</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yemen</td>\n",
+       "      <td>15.552727</td>\n",
+       "      <td>48.516388</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10118</td>\n",
+       "      <td>10123</td>\n",
+       "      <td>10125</td>\n",
+       "      <td>10126</td>\n",
+       "      <td>10126</td>\n",
+       "      <td>10127</td>\n",
+       "      <td>10130</td>\n",
+       "      <td>10138</td>\n",
+       "      <td>10143</td>\n",
+       "      <td>10146</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>278</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Zambia</td>\n",
+       "      <td>-13.133897</td>\n",
+       "      <td>27.849332</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>234476</td>\n",
+       "      <td>238383</td>\n",
+       "      <td>243638</td>\n",
+       "      <td>249193</td>\n",
+       "      <td>254274</td>\n",
+       "      <td>257948</td>\n",
+       "      <td>259677</td>\n",
+       "      <td>261221</td>\n",
+       "      <td>265479</td>\n",
+       "      <td>269991</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>279</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Zimbabwe</td>\n",
+       "      <td>-19.015438</td>\n",
+       "      <td>29.154857</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>205449</td>\n",
+       "      <td>207548</td>\n",
+       "      <td>207548</td>\n",
+       "      <td>211728</td>\n",
+       "      <td>213258</td>\n",
+       "      <td>214214</td>\n",
+       "      <td>214214</td>\n",
+       "      <td>216087</td>\n",
+       "      <td>217678</td>\n",
+       "      <td>219057</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>280 rows × 719 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                   Province/State          Country/Region  \\\n",
+       "0                                             NaN             Afghanistan   \n",
+       "1                                             NaN                 Albania   \n",
+       "2                                             NaN                 Algeria   \n",
+       "3                                             NaN                 Andorra   \n",
+       "4                                             NaN                  Angola   \n",
+       "5                                             NaN     Antigua and Barbuda   \n",
+       "6                                             NaN               Argentina   \n",
+       "7                                             NaN                 Armenia   \n",
+       "8                    Australian Capital Territory               Australia   \n",
+       "9                                 New South Wales               Australia   \n",
+       "10                             Northern Territory               Australia   \n",
+       "11                                     Queensland               Australia   \n",
+       "12                                South Australia               Australia   \n",
+       "13                                       Tasmania               Australia   \n",
+       "14                                       Victoria               Australia   \n",
+       "15                              Western Australia               Australia   \n",
+       "16                                            NaN                 Austria   \n",
+       "17                                            NaN              Azerbaijan   \n",
+       "18                                            NaN                 Bahamas   \n",
+       "19                                            NaN                 Bahrain   \n",
+       "20                                            NaN              Bangladesh   \n",
+       "21                                            NaN                Barbados   \n",
+       "22                                            NaN                 Belarus   \n",
+       "23                                            NaN                 Belgium   \n",
+       "24                                            NaN                  Belize   \n",
+       "25                                            NaN                   Benin   \n",
+       "26                                            NaN                  Bhutan   \n",
+       "27                                            NaN                 Bolivia   \n",
+       "28                                            NaN  Bosnia and Herzegovina   \n",
+       "29                                            NaN                Botswana   \n",
+       "..                                            ...                     ...   \n",
+       "250                                           NaN                    Togo   \n",
+       "251                                           NaN                   Tonga   \n",
+       "252                                           NaN     Trinidad and Tobago   \n",
+       "253                                           NaN                 Tunisia   \n",
+       "254                                           NaN                  Turkey   \n",
+       "255                                           NaN                      US   \n",
+       "256                                           NaN                  Uganda   \n",
+       "257                                           NaN                 Ukraine   \n",
+       "258                                           NaN    United Arab Emirates   \n",
+       "259                                      Anguilla          United Kingdom   \n",
+       "260                                       Bermuda          United Kingdom   \n",
+       "261                        British Virgin Islands          United Kingdom   \n",
+       "262                                Cayman Islands          United Kingdom   \n",
+       "263                               Channel Islands          United Kingdom   \n",
+       "264                   Falkland Islands (Malvinas)          United Kingdom   \n",
+       "265                                     Gibraltar          United Kingdom   \n",
+       "266                                   Isle of Man          United Kingdom   \n",
+       "267                                    Montserrat          United Kingdom   \n",
+       "268  Saint Helena, Ascension and Tristan da Cunha          United Kingdom   \n",
+       "269                      Turks and Caicos Islands          United Kingdom   \n",
+       "270                                           NaN          United Kingdom   \n",
+       "271                                           NaN                 Uruguay   \n",
+       "272                                           NaN              Uzbekistan   \n",
+       "273                                           NaN                 Vanuatu   \n",
+       "274                                           NaN               Venezuela   \n",
+       "275                                           NaN                 Vietnam   \n",
+       "276                                           NaN      West Bank and Gaza   \n",
+       "277                                           NaN                   Yemen   \n",
+       "278                                           NaN                  Zambia   \n",
+       "279                                           NaN                Zimbabwe   \n",
+       "\n",
+       "           Lat        Long  1/22/20  1/23/20  1/24/20  1/25/20  1/26/20  \\\n",
+       "0    33.939110   67.709953        0        0        0        0        0   \n",
+       "1    41.153300   20.168300        0        0        0        0        0   \n",
+       "2    28.033900    1.659600        0        0        0        0        0   \n",
+       "3    42.506300    1.521800        0        0        0        0        0   \n",
+       "4   -11.202700   17.873900        0        0        0        0        0   \n",
+       "5    17.060800  -61.796400        0        0        0        0        0   \n",
+       "6   -38.416100  -63.616700        0        0        0        0        0   \n",
+       "7    40.069100   45.038200        0        0        0        0        0   \n",
+       "8   -35.473500  149.012400        0        0        0        0        0   \n",
+       "9   -33.868800  151.209300        0        0        0        0        3   \n",
+       "10  -12.463400  130.845600        0        0        0        0        0   \n",
+       "11  -27.469800  153.025100        0        0        0        0        0   \n",
+       "12  -34.928500  138.600700        0        0        0        0        0   \n",
+       "13  -42.882100  147.327200        0        0        0        0        0   \n",
+       "14  -37.813600  144.963100        0        0        0        0        1   \n",
+       "15  -31.950500  115.860500        0        0        0        0        0   \n",
+       "16   47.516200   14.550100        0        0        0        0        0   \n",
+       "17   40.143100   47.576900        0        0        0        0        0   \n",
+       "18   25.025885  -78.035889        0        0        0        0        0   \n",
+       "19   26.027500   50.550000        0        0        0        0        0   \n",
+       "20   23.685000   90.356300        0        0        0        0        0   \n",
+       "21   13.193900  -59.543200        0        0        0        0        0   \n",
+       "22   53.709800   27.953400        0        0        0        0        0   \n",
+       "23   50.833300    4.469936        0        0        0        0        0   \n",
+       "24   17.189900  -88.497600        0        0        0        0        0   \n",
+       "25    9.307700    2.315800        0        0        0        0        0   \n",
+       "26   27.514200   90.433600        0        0        0        0        0   \n",
+       "27  -16.290200  -63.588700        0        0        0        0        0   \n",
+       "28   43.915900   17.679100        0        0        0        0        0   \n",
+       "29  -22.328500   24.684900        0        0        0        0        0   \n",
+       "..         ...         ...      ...      ...      ...      ...      ...   \n",
+       "250   8.619500    0.824800        0        0        0        0        0   \n",
+       "251 -21.179000 -175.198200        0        0        0        0        0   \n",
+       "252  10.691800  -61.222500        0        0        0        0        0   \n",
+       "253  33.886917    9.537499        0        0        0        0        0   \n",
+       "254  38.963700   35.243300        0        0        0        0        0   \n",
+       "255  40.000000 -100.000000        1        1        2        2        5   \n",
+       "256   1.373333   32.290275        0        0        0        0        0   \n",
+       "257  48.379400   31.165600        0        0        0        0        0   \n",
+       "258  23.424076   53.847818        0        0        0        0        0   \n",
+       "259  18.220600  -63.068600        0        0        0        0        0   \n",
+       "260  32.307800  -64.750500        0        0        0        0        0   \n",
+       "261  18.420700  -64.640000        0        0        0        0        0   \n",
+       "262  19.313300  -81.254600        0        0        0        0        0   \n",
+       "263  49.372300   -2.364400        0        0        0        0        0   \n",
+       "264 -51.796300  -59.523600        0        0        0        0        0   \n",
+       "265  36.140800   -5.353600        0        0        0        0        0   \n",
+       "266  54.236100   -4.548100        0        0        0        0        0   \n",
+       "267  16.742498  -62.187366        0        0        0        0        0   \n",
+       "268  -7.946700  -14.355900        0        0        0        0        0   \n",
+       "269  21.694000  -71.797900        0        0        0        0        0   \n",
+       "270  55.378100   -3.436000        0        0        0        0        0   \n",
+       "271 -32.522800  -55.765800        0        0        0        0        0   \n",
+       "272  41.377491   64.585262        0        0        0        0        0   \n",
+       "273 -15.376700  166.959200        0        0        0        0        0   \n",
+       "274   6.423800  -66.589700        0        0        0        0        0   \n",
+       "275  14.058324  108.277199        0        2        2        2        2   \n",
+       "276  31.952200   35.233200        0        0        0        0        0   \n",
+       "277  15.552727   48.516388        0        0        0        0        0   \n",
+       "278 -13.133897   27.849332        0        0        0        0        0   \n",
+       "279 -19.015438   29.154857        0        0        0        0        0   \n",
+       "\n",
+       "     1/27/20    ...     12/27/21  12/28/21  12/29/21  12/30/21  12/31/21  \\\n",
+       "0          0    ...       157967    157998    158037    158056    158084   \n",
+       "1          0    ...       207709    208352    208899    208899    210224   \n",
+       "2          0    ...       216930    217265    217647    218037    218432   \n",
+       "3          0    ...        22332     22540     22823     23122     23740   \n",
+       "4          0    ...        71752     76787     78475     79871     81593   \n",
+       "5          0    ...         4259      4259      4259      4283      4283   \n",
+       "6          0    ...      5480305   5514207   5556239   5606745   5654408   \n",
+       "7          0    ...       344540    344649    344737    344826    344930   \n",
+       "8          0    ...         3186      3311      3559      3564      4010   \n",
+       "9          4    ...       143042    154191    166373    187504    187504   \n",
+       "10         0    ...          448       474       496       572       572   \n",
+       "11         0    ...         6961      8534     10752     13863     13863   \n",
+       "12         0    ...         5162      6160      7625     11078     11078   \n",
+       "13         0    ...          483       540       637       785       785   \n",
+       "14         1    ...       161845    165595    170732    176614    183976   \n",
+       "15         0    ...         1148      1148      1148      1153      1161   \n",
+       "16         0    ...      1266103   1268519   1271770   1274995   1278619   \n",
+       "17         0    ...       614936    615312    615842    616352    616947   \n",
+       "18         0    ...        23539     23539     24204     24269     24476   \n",
+       "19         0    ...       280109    280482    280876    281406    282062   \n",
+       "20         0    ...      1583626   1584023   1584518   1585027   1585539   \n",
+       "21         0    ...        27724     27836     28063     28310     28565   \n",
+       "22         0    ...       694226    694727    696220    697600    699110   \n",
+       "23         0    ...      2052871   2062836   2075781   2089657   2105343   \n",
+       "24         0    ...        31503     31734     32067     32488     32840   \n",
+       "25         0    ...        24935     24935     24935     24935     24935   \n",
+       "26         0    ...         2660      2660      2660      2660      2660   \n",
+       "27         0    ...       577808    580690    585624    591773    599753   \n",
+       "28         0    ...       288128    288876    289676    290471    291313   \n",
+       "29         0    ...       212482    212482    212482    219509    219509   \n",
+       "..       ...    ...          ...       ...       ...       ...       ...   \n",
+       "250        0    ...        28504     28925     28925     29416     30163   \n",
+       "251        0    ...            1         1         1         1         1   \n",
+       "252        0    ...        90004     90364     90829     91320     91899   \n",
+       "253        0    ...       723422    724092    724092    724680    726706   \n",
+       "254        0    ...      9335193   9367369   9367369   9443734   9484520   \n",
+       "255        5    ...     52827635  53182318  53679320  54269867  54742382   \n",
+       "256        0    ...       135091    136065    137337    139079    140737   \n",
+       "257        0    ...      3825917   3828336   3833952   3840041   3847226   \n",
+       "258        0    ...       753065    754911    757145    759511    761937   \n",
+       "259        0    ...         1646      1674      1674      1674      1674   \n",
+       "260        0    ...         6014      6064      6064      6420      6420   \n",
+       "261        0    ...         3071      3071      3071      3397      3492   \n",
+       "262        0    ...         8386      8386      8386      8818      8818   \n",
+       "263        0    ...        23627     23627     25998     26799     27507   \n",
+       "264        0    ...           83        83        83        83        83   \n",
+       "265        0    ...         8220      8297      8421      8533      8701   \n",
+       "266        0    ...        13451     13487     13487     13578     13641   \n",
+       "267        0    ...           45        45        45        46        46   \n",
+       "268        0    ...            4         4         4         4         4   \n",
+       "269        0    ...         3276      3283      3283      3283      3284   \n",
+       "270        0    ...     12239797  12377822  12559926  12748050  12937886   \n",
+       "271        0    ...       407981    408894    410311    411658    413383   \n",
+       "272        0    ...       198387    198487    198626    198769    198903   \n",
+       "273        0    ...            7         7         7         7         7   \n",
+       "274        0    ...       443332    443983    443983    444411    444635   \n",
+       "275        2    ...      1666545   1680985   1694874   1714742   1731257   \n",
+       "276        0    ...       468619    469452    469748    469748    469748   \n",
+       "277        0    ...        10118     10123     10125     10126     10126   \n",
+       "278        0    ...       234476    238383    243638    249193    254274   \n",
+       "279        0    ...       205449    207548    207548    211728    213258   \n",
+       "\n",
+       "       1/1/22    1/2/22    1/3/22    1/4/22    1/5/22  \n",
+       "0      158107    158189    158183    158205    158245  \n",
+       "1      210224    210885    210885    212021    212021  \n",
+       "2      218818    219159    219532    219953    220415  \n",
+       "3       23740     23740     24502     24802     25289  \n",
+       "4       82398     82920     83764     84666     86636  \n",
+       "5        4283      4283      4283      4486      4486  \n",
+       "6     5674428   5694930   5739326   5820536   5915695  \n",
+       "7      344980    345007    345036    345126    345255  \n",
+       "8        4919      5323      5323      7054      8021  \n",
+       "9      228307    249064    272160    307214    342133  \n",
+       "10        624       624       880       883       985  \n",
+       "11      19707     19707     23941     36407     46731  \n",
+       "12      15476     15473     18021     21255     27815  \n",
+       "13       1613      1628      2259      3674      4422  \n",
+       "14     191148    199576    213548    231126    252916  \n",
+       "15       1161      1168      1176      1190      1206  \n",
+       "16    1282227   1285510   1288829   1294325   1304086  \n",
+       "17     617311    617679    617952    618365    618918  \n",
+       "18      24476     25285     25534     26011     26326  \n",
+       "19     282677    283344    284224    285448    286529  \n",
+       "20    1585909   1586466   1587140   1587915   1588807  \n",
+       "21      28810     28960     29160     29698     30177  \n",
+       "22     700421    701192    701699    702374    703507  \n",
+       "23    2105343   2105343   2133284   2151914   2179710  \n",
+       "24      32840     32840     33457     34087     34628  \n",
+       "25      24935     24935     24935     25522     25522  \n",
+       "26       2660      2660      2664      2666      2669  \n",
+       "27     599753    611031    622312    622312    631554  \n",
+       "28     291313    291313    291313    293684    295240  \n",
+       "29     219509    219509    222053    222053    222053  \n",
+       "..        ...       ...       ...       ...       ...  \n",
+       "250     30163     31165     31390     31691     32515  \n",
+       "251         1         1         1         1         1  \n",
+       "252     92201     92659     92997     93634     94213  \n",
+       "253    727843    728260    728802    731077    733379  \n",
+       "254   9521251   9554771   9599640   9654364   9720831  \n",
+       "255  54858824  55106998  56189547  57058734  57702394  \n",
+       "256    142604    144540    145963    146843    148609  \n",
+       "257   3852397   3854405   3856359   3858248   3862959  \n",
+       "258    764493    767093    769608    772189    774897  \n",
+       "259      1674      1674      1674      1777      1777  \n",
+       "260      6420      6420      6420      6936      6936  \n",
+       "261      3492      3492      3760      3760      3760  \n",
+       "262      8943      8943      8943      9509      9509  \n",
+       "263     27507     27507     27507     30024     30825  \n",
+       "264        83        83        83        83        84  \n",
+       "265      8794      8821      8927      9059      9227  \n",
+       "266     13695     13695     13754     16975     17416  \n",
+       "267        50        51        66        66        76  \n",
+       "268         4         4         4         4         4  \n",
+       "269      3408      3560      3562      3562      3562  \n",
+       "270  13100458  13235401  13422815  13641520  13835334  \n",
+       "271    414294    415249    416970    420108    425436  \n",
+       "272    199030    199118    199182    199271    199361  \n",
+       "273         7         7         7         7         7  \n",
+       "274    444828    444972    445082    445369    445680  \n",
+       "275   1746092   1763040   1778976   1800704   1817721  \n",
+       "276    469748    469748    469748    471090    471414  \n",
+       "277     10127     10130     10138     10143     10146  \n",
+       "278    257948    259677    261221    265479    269991  \n",
+       "279    214214    214214    216087    217678    219057  \n",
+       "\n",
+       "[280 rows x 719 columns]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_url = 'https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv'\n",
+    "data_file = \"covid_series.csv\"\n",
+    "\n",
+    "if not os.path.exists(data_file):\n",
+    "    urllib.request.urlretrieve(data_url, data_file)\n",
+    "\n",
+    "raw_data = pd.read_csv(data_url, skiprows=0)\n",
+    "raw_data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Traitement des données et représentations graphique\n",
+    "On remarque que les 4 premières colonnes de *raw_data* peuvent être considérées comme des métadonnées et seront retirées du DataFrame par la suite ou placées en index. On fera attention de bien conserver le pays + la région dans les index des colonnes pour éviter les doublons. \n",
+    "\n",
+    "*Note : j'ai remplacé les np.nan par des chaînes de caractères vides et j'ai transposé le tableau pour traiter les données comme j'ai l'habitude*"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "states = pd.Series(raw_data['Province/State']).replace(np.nan,'') \n",
+    "countries = pd.Series(raw_data['Country/Region'])\n",
+    "columns_names = states + ' ' + countries\n",
+    "data = raw_data.transpose()[4:]\n",
+    "data = data.rename(columns = columns_names)\n",
+    "data = data.reset_index()\n",
+    "data.rename(columns={'index': 'Date'}, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Maintenant, on va modifier le format des dates pour qu'elles soient lisibles par pandas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def convert_dates(ch):\n",
+    "    liste = ch.split('/')\n",
+    "    if len(liste[0])<2:\n",
+    "        liste[0] = '0' + liste[0]\n",
+    "    if len(liste[1])<2:\n",
+    "        liste[1] = '0' + liste[1]\n",
+    "   \n",
+    "    return \"{}-{}-20{}\".format(liste[1],liste[0],liste[2])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Et on applique cette formule à notre dataframe"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data['Date'] = [convert_dates(mdy) for mdy in data['Date']]\n",
+    "data['Date'] = [dt.strptime(dstr,'%d-%m-%Y') for dstr in data['Date']]\n",
+    "data = data.set_index('Date')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Notre DataFrame est bien rangé et indexé, on va donc plotter les données de contaminations Covid-19 au cours du temps pour chaque pays."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(data.index,data)\n",
+    "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter(\"%m-%Y\"))\n",
+    "plt.setp(plt.gca().get_xticklabels(), rotation=60, ha=\"right\")\n",
+    "plt.ylabel('Contaminations (en nombre de cas par pays)')\n",
+    "plt.xlabel('Date (mois-année)')\n",
+    "plt.tight_layout()\n",
+    "plt.legend(data.columns,bbox_to_anchor=(1.02, 1), loc='upper left', borderaxespad=0)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Comme il y a trop d'information dans le graph précédent, on va créer une nouvelle colonne dans *data* qui compte le nombre de cas par jour dans le monde entier."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data['World'] = data.sum(axis=1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Et maintenant, on a une seule courbe : "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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58QRVqFtcuyiAmll3giuIj5vZhwQnuj23kM8D7nf3wQS30f9mZk1eb3e/heBAvoHgAF1HcNV2TzPWvyA4iS8geFh7XtgvFvcCYyy4Ff6Muy8heG5gDsEBfQhBa3qt4ZvAz82smCCZPbZngLuXELwb6M0w1snRE7r7doKrudcQVCv5H4JW+LbFsNz+wBMECfkjghb5av1R09x9EZ6s5xAcO3+vJ6bzCZ6N2EHwQ/vBBtbhIoIkdydwXPj/X6KG30pQpWFZ+PeKeuZ1FUG1i80EVc//GjXsRYITw3KCahdlfLqqY126EDSdvy2cd1+Cqjb1cvf3w3hvI6i+s4Lgmahmc/f/EDwn9CTBVb0RBNXmY/EXgu0xn2A/12w+/qsEiWUJQdxPsH81k+g4thA8VzEt7K4i+CF2GEHDANsIEnFWOMktBN+PfxEct/cSNDRQL3d/muBK/KMWVGNdBJwWw3Rx2wc1/Cic99thfP8muOsJwXNy6QTb4m2C6rkxi2Hdzwce8OCdoJIAynXKdSjXKdclb667muDu3yrgDYJC/33hsL+E67CAoH2Y2QQXOKrcvRj4NsF67iT4TjwX4zL3+BXBBaECM/tBI6dtrIaOh58QHF87gZuIugDl7usI9v317Duv/JCwbBheeIh48DqWFrenWeekY2bDgOfdfZyZ9QCWufunvmRmtpigJa51YfcqgsYH8lszXhFJHuEV+AeAiZ6sJ8kkFd4RmA98RudpEZH4Ua4LnvkE7nL3mtXpk05YNlpN0OBWZf1jNzivJ4F73X12C4T2Ke3iDqi7FwGr99zSD2/Vjw8HrwU+F/Y/mODdW1sTEqiIJAV3X+LuR3bUhJxI7l7u7qNV+BQRia+OmOvC6sVTwmrzgwju9j+d6LjaGnc/O16FT0jSAqiZzSSoTjLKzNab2WUETZVfZmbzCV5CPC0c/RrgirD/TILm0TvMF01ERERERICgQaGbCKqlfkBQBf6nCY2oA0raKrgiIiIiIiKSXJLyDqiIiIiIiIgkn/pebNwm5eTk+LBhw+ocXl1dTUpK8parkzn+ZI4dkj9+SO51UOyJlezr0NLxz507twiY4+6ntthME6i+3Kl9n1iKP7GSOf5kjh0Uf6LFI/65c+duc/c+DY2XdAXQYcOG8f7779c5PBKJkJGRUefwti6Z40/m2CH544fkXgfFnljJvg4tHb+ZfdxeCp9Qf+7Uvk8sxZ9YyRx/MscOij/R4hG/ma2JZbzkLbaLiIiIiIhIUlEBVEREpJ0ys6lmNqOwsDDRoYiIiAAxVsE1s77AMcBAoBRYBLzv7tVxjE1ERCRptMVc6e6zgFl5eXlXJCoGERGRaPUWQM3sROBaoBfBu3Lyga7AWcAIM3sC+L27F8U7UBERkbZIuVJERCR2Dd0BnQJc4e5raw4ws07AGcBJwJNxiE1ERCQZKFeKiIjEqN4CqLv/sJ5hlcAzdQ03s67Aa0CXcDlPuPvPaoxjwK0EybsEuMTd58UcvYiISII1J1fGm5lNBaaOHDkyUSGIiIjsJ6ZGiMysn5nda2YvhN1jzOyyBiYrBz7r7uOBw4BTzWxyjXFOAw4MP9OBOxsVvYiISBvRxFwZV+4+y92nZ2VlJTIMERGRvWJtBfd+4EVgQNi9HPhufRN4YFfYmRZ+vMZo04AHw3HfBrLNbAAiIiLJ534amStFREQ6mphawQVy3P0xM7sOgipFZlbV0ERmlgrMBUYCt7v7OzVGGQSsi+peH/bbVGM+0wnukJKbm0skEqlzmdXV1fUOb+uSOf5kjh2SP35I7nVQ7ImV7OvQRuJvUq4UERHpSGItgEbMrDfhHcywKm2DLxVz9yrgMDPLBp42s3HuvihqFKttslrmMwOYAZCXl+cZGRl1BxqJUN/wti6Z40/m2CH544fkXgfFnljJvg6RSIS739rAhCHZnDCqb8LCaEquFBERaU3uzvqdpSz9uIAP1hZw7Wmj6ZqW2mrLj7UA+n3gOYLm5N8E+gBfinUh7l5gZq8CpxK8F22P9UBuVPdgYGOs8xUREQEoKtvNbS9/zFUnjkxkAbRZuTIe1AiRiEjHVFpRxZaiMvKLy9lSVMaWojK2FpezaluED9YWsG1XOQDpaamcc2QuBw/o0WqxxVQAdfd5ZnY8MIrgruUyd99d3zRm1gfYHRY+04HPA7+pMdpzwFVm9igwCSh0902IiIg0wvtrCql2OHpkTsJiaEqubIWYZgGz8vLyrkhkHCIi0jRV1U5R6W4KSndTUFJBQeluCkv2/V9QspvCGsO27iqnuKzyU/Pq3CmFwT3T+cxBOYzt141JI/sxun8mnVJjbRaoZdRbADWzL9Yx6CAzw92fqmfyAcAD4XOgKcBj7v68mV0J4O53AbMJXsGyguA1LJc2dgVERETeXr2TrmkpHD4ku9WX3cxcKSIiHUBFZTWFpbspLK2goCQoOO4pVBaW1tFdUkFRLQXJaJldO5HdLY3s9M5kd0tjYHY6n+nehT6ZXejXoyv9egR/+2Z2ISs9jeAtmIl99KahO6BTw799gaOBl8PuE4FXgTqTqrsvAA6vpf9dUf878K3YwxUREfm0dz7ZyZHDetGlU+s9wxKlyblSRESSw547kTvDAuLWgl1UUEhxWSXFZbspLqukqDT8G/YrCvsVlFQQqai7TboUg6z0NLK7dSYrPY1eGZ05ICdjb3d2t7S9hcysbmlkh+P26Nqp1e9etoR6C6DufimAmT0PjNlTPTZ8Vcrt8Q9PRESkfvnFZazYWsKX8oYkZPnKlSIiyaeisprtkXK2FVewbVd5+Klg+65ytkcq2BGp2FfttWQ3RWW78U81lbpPikH3Lp3okZ5GZtc0Mrt2YlB2V8YO7EF2etregmRWt85hAXJfgTKzSydSUmprm7V9irURomE1ns3cAhwUh3hEREQa5a0V2wE4ekTvBEeiXCkikmjV1c6Okgo2F5axubCMTUVlbCksY1Nh2b7GeHaVU1BS+yP6XdNSyOnehV4Zncnu1pmhvbrRMyw49gzvRGalp5FGFX2zM+mR3onMrmlkdE7dW71V6hdrAfRVM3sRmEnQvPy5wCtxi0pERCQGFZXV3PqfjxmQ1YWxA7MSHY5ypYhInLg7RaWVbI+Us7W4nC3F5WwpLGNzUfDZ8/+WojJ2V+1/qzI1xeib2YX+WV0Z0ac7kw/oTU74nGRO98707t6FPt27kJPZmW6dYyseJfvryxIp1lZwrwobWTgu7DXD3Z+OX1giIiIN+9eSzazeFuG2c8aRmuDqS20xV+o1LCLSVlVVO9t2lbMjUsH2XUGV1x2RfdVfoz/bIxXsjFRQWf3pOrDpaan0zwoa28kb2pP+Wen079El+JvVlQFZXcnp3iXhOUL2ifUO6J5W/NSQgoiItBkPv72WwT3TOf7AhFe/BdpertRrWESktVRUVoeFxfJaC5A7dlXsN7ygZDd1PVLZo2sneofVYHN7deOw3Gx6ZXSmV0ZnenfvTE73LvTv0ZV+WV3J7NJJVV+TTEwF0PCK7m8IWviz8OPu3npvLBUREYmyIn8Xc1Zt539OHUVKG/jxoVwpIu1RpLyS9TtL2VBQQn5ROfnFQRXYrcXl5BeX7S1cFpfX/rqQFIOe3TrvLUCO6p9Jr4zOZKYZ/Xt2DwqVGZ3p1T0Y3rNbZ9KSsGVXiV2sd0B/C0x194/iGYyIiEisHnlnLWmpxlfycoH635PWSpQrRSTpVFZV88n2CGt3lLB+Z2n42ff/jkjFp6bJSk+jb2YXcrp34dDB2UEBcs8dyqg7lb0ygndP1lb9Vc9QdlyxFkC3KKGKiEhbUVpRxRNz13HquAHkdO9CJNImCqDKlSLSpkXKK1m6uZglm4pYsrGQJRuLWLq5mPLK6r3jdO6UwuCe6Qzu2Y1xg7L2/j8oO3imMqd750S9c1naiVgLoO+b2d+BZ4DyPT3DZ11ERERa1cPvrKGorJKLjxqa6FCiKVeKSJuRX1zG4o1FLNlYxJJNRXy0sYjV2yN732WZ3S2NMQN6cNHkoYwZ2INhORkM7plOTkaXDvVOSml9sRZAewAlwMlR/Zw21NCCiIh0DDsjFdz56kqOHZlD3rBeiQ4nmnKliLS6SHklK/J3sXxLMR/n7wrucG4sYtuuvdfByO2VzpgBPTjr8EGMGdCDMQN7MCCrqxrvkYSI9TUsl8Y7EBERkYbsjFRwzow5FJdV8sNTRiU6nP0oV4pIvLg7W4vL+WR7CZ9sj7AifxdLNxawclspGwpK947XOTWFkX27c+KoPowZ2IMxA3owekAPstLTEhi9yP5ibQV3MPBn4BiCq7lvAN9x9/VxjE1ERGQvd+d/nlzA6m0R7r90IuNzsxMd0n6UK0WkOaqqnU2FpazdUcKasKC5Zlv4d3sJpbur9o7bOTWFYb3TOWJoT86bmMvIvpkc1K87Q3p1o5NakJU2LtYquH8FHgG+HHZfGPY7KR5BiYiI1HTP66t5ackWbjj9YI4ZmZPocGrTKrnSzIYAtwHbgOXu/uuWnL+IxEfZ7io2FgR3LDcWlLJhZykbCsrYUFDChoJSNhWUUVm9782YnVNTyO2VzrDeGRw9IodhOd0Y0qsbQ3tnkNsznfKyUrUiK0kp1gJoH3f/a1T3/Wb23XgEJCIiUtPrH2/lV//8iNPG9eeyY4cnOpy6NDlXmtl9wBlAvruPi+p/KnArkArcExY2DwL+4e53m9mDLRe+iDRHcdlu1u4oYe32EtbsKGHdjhI2F5axqbCMTYWl7CzZvd/4KQb9enRlUHY6h+f25Mzx6QzK7sbQ3sFnQFZ6ra8v2aO8ziEibVusBdBtZnYhMDPsPg/YHp+QRERE9nlh0Wa+/egHHNQvk999eXxbbjSjObnyfoK7mnsLlGaWCtxOcAd1PfCemT0HfAD82MzOAf7WMqGLSCzcnfU7S1m6uTho9GdLMZ9sL2HtjpJPvS8zu1saA7LSGZjVlcOHZDMwO50BWUGBc2D4SpM0VZeVDijWAujXCBLjHwiea3kr7CciIhI3Ly/dwtUz53HIoCxmfDWPjC6xpq2EaHKudPfXzGxYjd4TgRXuvgrAzB4FpgG7gZ+F0zxBUM1XROKgbHcVC9YXMm/tTuat2cm8tQX7tS47KDudob27ccrYfgzplcHQ3nuqyXYjs6sa/hGpTayt4K4FzoxzLCIiInu9tnwrVz40j4MH9OD+r02kRxv/MReHXDkIWBfVvR6YBNwF3Ghm5wOf1DWxmU0HpgPk5uYSiURqHa+6urrOYclA8SdWe4t/c1EZc9cWMn99ER+uL2LZll17n8sc0iudo4dnM35wD8YMyGRETre6L4pVVRCpcUc03rEnG8WfWImMP9ZWcIcDVwPDoqdxdxVKRUSkxf1r8WaunvkBI/p058EkKHxCXHJlbXWN3d0XAV9qaGJ3nwHMAMjLy/O6GiuJRCJJ3ZCJ4k+sZI9/684iPtpawpxV23llaT5LNxcDkJ6WyvjcLKZ/5gAmDOnJ4UOy6d29S4Kj3V+yb3vFn1iJjD/WukzPAPcCs4Dq+IUjIiId3SPvrOX6pxcyblAPHrh0ItndOic6pFi1dK5cD+RGdQ8GNjZmBmY2FZg6cuTIFghHJPmVVlQxd81O5qzaxturdjB/XQGV1U6nFOOIoT25fspojh6Rw+j+mXqdiUicxFoALXP3P8U1EhER6fAefmcNP356EZ8d3Zc7L5xAl06piQ6pMVo6V74HHBjeWd0AnAuc35gZuPssYFZeXt4VLRiXSNJwd1ZujfDqsnxeWZbPe6t3UlFVTWqKccigLC6ZnMtnRvfniKE92/oz5iLtRqzftFvN7GfAv4hq9dnd58UlKhER6VDcnfve/ISbn1+SrIVPaEauNLOZwAlAjpmtJ2hk6F4zuwp4keA1LPe5++LGBKQ7oNIRlVZUMWfVNl5ZupVXluWzfmcpAAf27c7FRw/l6JE5HDmsF927dEr6apQiySjWAughwEXAZ9lXrcjDbhERkSarrKrmuqcW8vjc9Zw8ph9/Pv/wZCx8QjNypbufV0f/2cDspgakO6DSUbg7izYUcet/lvPax9uoqKwmPS2VY0bmcOXxIzhhVB8G9+yW6DBFhNgLoF8ADnD3+DbnJSIiHcruqmqufuQtcFx9AAAgAElEQVQDXli8mW9/diTf/fxBpNTz4vU2rs3lSt0BlfasqtqZu2YnLy7ezIuLN7N+ZymZXTtx4aShnDi6DxOH90rWi1ki7VqsBdD5QDaQH8dYRESkA6msqua7f/+QFxZv5qdnjOFrxw5PdEjN1eZype6ASnuzu6qat1Zu54VFm3hpyRa27aqgc2oKx4zszVUnjuTksf3plZE0DZeJdEixFkD7AUvN7D32f65Fr2EREZFGyy8u4+pHPuCd1Tv48ZSD20PhE5QrReKiqtp5d/UOZi3YyD8XbmJnyW4yOqdy4ui+nDK2PyeM6kNmEryqSUQCsRZAfxbXKEREpMNYkb+LC+95h4LSCn7/5fGcfcTgRIfUUtpcrlQVXElmy7cU8+Tc9Tzz4Qa2FJWTnpbKSWP6MXX8QI47MIeuaapeK5KMYiqAuvt/4x2IiIi0f4s2FPLV+94lxYwnv3E0YwdmJTqkFtMWc6Wq4EqyKSip4JkPNvDkvA0s3FBIaopx4qg+3HD6ID53cF+6ddarUkSSnb7FIiLSKl5Zms+3Z35Aj/Q0Hr58EsNy9OoDEQlasH139Q5mvruW2Ys2U1FZzdiBPfjJGWM4c/xA+mR2SXSIItKCVAAVEZG4qq52/vDv5fz55RWM6pfJXy89koHZ6YkOq0NQFVxpyzYUlPLMBxt4at56Vm6NkNm1E+fk5XLuxNx2VTtCRPYXcwHUzNKBIe6+LI7xiIhIO1JeWcUPH1/Ac/M38pW8wdx81rh2/VqEtpYrVQVX2prist38c9Fmnp63gbdXb8cdjhzWk69/ZgRnjB+gKrYiHUBM3/LwCurvgM7AcDM7DPi5WvYTEZG6rNtRwjWPz+fd1Tv40amjufL4AzBL2nd8Nki5UqR2lVXVvLFiG09/sIEXF2+mbHc1Q3t347ufO4gvHD6IIb27JTpEEWlFsV5muhGYCLwK4O4fmtmw+iYws1zgQaA/UA3McPdba4xzAvAssDrs9ZS7/zzGmEREpI16YdFmfvD4fKqqnVvPPYxphw1KdEit4UYamStF2it356NNxTw1bz3Pzt/I1uJystLTOHvCYL44YTAThmS36wtSIlK3WAugle5e2MgTRSVwjbvPM7NMYK6ZveTuS2qM97q7n9GYGYuISNtUVe3c8tIybn9lJeNzs7njggkM6jjPezYlV8aVngGV1lRd7XywroB/LdnMS4u3sGpbhLRU48RRffnihEGcOLpvu66CLyKxibUAusjMzgdSzexA4NvAW/VN4O6bgE3h/8Vm9hEwCKhZABURkXZg+ZZirnlsPgs3FHLukbncNG1sR/ux2ehcGW96BlTirWx3FXOWbOGlJVv4z9ItbNtVQacU46gRvbn02OGcccgAemZ0TnSYItKGxFoAvRr4MVAOzAReBG6OdSFhFaTDgXdqGXyUmc0HNgI/cPfFtUw/HZgOkJubSyQSqXNZ1dXV9Q5v65I5/mSOHZI/fkjudVDsidWcdXB3nvhgE79+cQXdOqfyuy+O4bSxfaksL6OyvIUDrUMb2QfNypUiyWJzYRmvLMvn5aX5vPHxVkp3V5PZpRPHj+rDSWP6ccKovmSlpyU6TBFpo2IqgLp7CUFS/XFjF2Bm3YEnge+6e1GNwfOAoe6+y8ymAM8AB9ay/BnADIC8vDzPyKj73XGRSIT6hrd1yRx/MscOyR8/JPc6KPbEauo6bNtVznVPLeSlJVs4ZmRv/nDOYfTN7BqHCOvXFvZBc3KlSFu3ZnuEfy7azD8XbmL++kIABmWnM218f6YcOpjJB/Smc6eUBEcpIsmg3gKomc0CvK7hDbXsZ2ZpBIXPh939qVqmL4r6f7aZ3WFmOe6+rcHIRUQkYdydZz/cyE2zFhOpqOKG0w/ma8cMJyWl7Tz/2FqamytF2qoV+cX8c+FmZi/azEebgp9shw7O4oenjOLzB/fjoH7dKSkpSfjFHxFJLg3dAf1dU2dsQSsM9wIfufstdYzTH9ji7m5mE4EUYHtTlykiIvG3saCUG55ZxMtL85kwJJvffulQRvbNTHRYidTkXBlvaoRIGmtFfjHPzd/EPxdu4uP8XQAcMbQnN5x+MKeM7U9uL70yRUSap94CqLv/txnzPga4CFhoZh+G/a4HhoTzvgv4EvANM6sESoFz3b3Oq8giIpI41dXOzPfW8qvZS6mqdn56xhguPnoYqR3wrme0ZubKuFIjRBKLNdsj/GPhJp6fv4klm4pIMZg4vBcXTh7LKWP70z+r9avVi0j7FWsjRI3m7m8A9f4qcffbgNviFYOIiLSMT7ZFuPapBby9agfHjOzNr75wqF4eL5LENhWW8vz8TcxasJEF4TOdh+Vm87OpYzj90AEJeZZbRDqGuBVARUQk+ZVWVHHXf1dy92srSUtJ4ddfPIRzjszVC+RFklCkvJIXF2/myXnreWvldtyDZzqvnzKaKYcMYHBPXVQSkfhrdAHUzFKA7rW0aCsiIu3Imyu2ce1TC1i3o5TTDx3AT04fo6p4MVKulLaiutp5e/V2npy7gX8u2kRJRRVDenXjO587kGmHDWJ4jhoQEpHWFVMB1MweAa4EqoC5QJaZ3eLu/xfP4EREpPWt21HC/724jOfmb2R4TgaPTp/M5AN6JzqsNk+5UtqS/KIyZr67jifmrWPdjlIyu3TizPEDOfuIweQN7alaDCKSMLHeAR3j7kVmdgEwG/gRQXJVUhURaScqKqu57ZUV3PXqSlJS4OrPjuRbJ46ka1pqokNLFsqVknCLNhRy3xurmbVgI7urnGNG9uaak0Zxytj+pHfWd1lEEi/WAmha+E7Ps4Db3H23mam1WhGRdmLp5l385Pl5LNlUxLTDBnLtaaMZkJWe6LCSjXKlJIS789rH27jr1ZXMWbWdbp1TuWDSUC49ZhhDe6uKrYi0LbEWQO8GPgHmA6+Z2VBAz7WIiCS53VXV3PXqSm79z8dkd0tjxkVHcPLY/okOK1m1uVyp94C2b1XVzvMLNnLXf1fx0aYi+vXownWnjebciUPISk9LdHgiIrWKqQDq7n8C/hTVa42ZnRifkEREpDUs31LMNY/NZ+GGQk4b25f//eJ4emV0TnRYSast5kq9B7R9qq52/rFwE3/893JWbo0wsm93fnv2oUw7fCBdOqmarYi0bbE2QtQFOBsYVmOan8chJhERiaOKymrufHUlt7+ygu5dO3H7+RM4YUQPMlT4bBblSom36mrnxcWb+eO/P2bZlmIO6tedOy+YwClj+5OSokaFRCQ5xFoF91mgkKAxhfL4hSMiIvG0bkcJV838gPnrCjjj0AHceOZYcrp3IRKJJDq09kC5UuLmw3UF3DRrMR+sLeCAPhnceu5hnHHoQFJV8BSRJBNrAXSwu58a10hERCSu/r1kC9c8Pp9qd+66cAKnjhuQ6JDaG+VKaXFbisr4zQtLeWreBvpkduG3Zx/K2UcMVsFTRJJWrAXQt8zsEHdfGNdoRESkxZXtruKmWUuY+e5axg3qwe3nT1DLmPGhXCktpmx3Ffe+sZrbX1lBZZXzjRNG8K0TR9K9S6w/3URE2qZYz2LHApeY2WqCakUGuLsfGrfIRESk2bbvKufyB9/nw3UFXH7scH5wyii91zN+lCul2dydFxdv4Rf/WML6naWcMrYf1085WBeNRKTdiLUAelpcoxARkRa3ausuLvnre2wpKuOO8ydw2iGqchtnypXSLMu3FHPTrMW8uWI7o/pl8sjlkzh6ZE6iwxIRaVGxvoZlDYCZ9QW6xjUiERFptmc/3MBPn11MpxRj5vTJTBjSM9EhtXvKldJUhaW7+eO/l/PgnDV079KJm84cywWThtApNSXRoYmItLhYX8NyJvB7YCCQDwwFPgLGxi80ERFpLHfnd/9axu2vrGTCkGz+eM7hDOndLdFhdQitlSvN7DjgAoIcPsbdj27J+UvrcXdmLdjM7/6zmu2Rcs6fOIRrTh6l9/GKSLsWaxXcm4HJwL/d/fDwxdrnxS8sERFpLHfn1y8s5e7/ruK8ibn8fNo40nQHpTU1OVea2X3AGUC+u4+L6n8qcCuQCtzj7r9299eB183sLOC9ll4JaR3LtxTzk2cW8c7qHYzPzeb+S49k3KCsRIclIhJ3sRZAd7v7djNLMbMUd3/FzH4T18hERCRmBSUV/M8TC/jXki1cNHkoP582FjO9pqGVNSdX3g/cBjy4p4eZpQK3AycB64H3zOw5d18SjnI+cHnLhS+tIVJeyZ/+8zH3vrGa7l07cePpB/HVY0aSoteqiEgHEWsBtMDMugOvAQ+bWT5QGb+wREQkVjsiFVxwzzuszN/F9VNGc8VxB6jwmRhNzpXu/pqZDavReyKwwt1XAZjZo8A0YImZDQEK3b2ornma2XRgOkBubi6RSKTW8aqrq+sclgySJX5356Wl2/jNv1awuaicsw/rz/c+dwBZXTtRWlqS6PCaLFm2f12SOf5kjh0Uf6IlMv5YC6DTgDLgewTPnWQBP49XUCIiEpvtu8q54J53WL0twj0X5/GZg/okOqSOrKVz5SBgXVT3emBS+P9lwF/rm9jdZwAzAPLy8jwjo/bXeEQiEeoalgySIf45K7dzy0vLeO+TnRw8oAe3X3AERwwNGgZLhvjro/gTJ5ljB8WfaImMP9ZWcKOLxw/EKRYREWmE/OIyLrrnXdbsiHDvxUdy7IF6XUMixSFX1nYb28Nl/SymGZhNBaaOHDmyBcKRxtoRqeC3Lyzl0ffWMSg7nZ9PG8v5E9W6rYh0bPUWQM2smDDZ1cbde7R4RCIi0qAV+bs4d8bb7CrfzX0XH6l3BSZQHHPleiA3qnswsLExM3D3WcCsvLy8K5oYgzRBdbXz9/fX8ZsXllJcVskVxw3n+yeNIr1zaqJDExFJuHoLoO6eCWBmPwc2A38juCJ7AZAZ9+hERORT1myPcME9bwPw9DeP4eABuhaYSHHMle8BB5rZcGADcC5Bw0Mx0x3Q1rdwfSE3PLuI+esKmDi8FzdPG8eo/vrJJCKyR6x1QE5x9zvcvdjdi9z9TuDseAYmIiKftrGglPP/8g7lldU8fPkkFT7blibnSjObCcwBRpnZejO7zN0rgauAFwneJ/qYuy9uTEDuPsvdp2dl6fUe8VZYspufPLOIM29/gw07S/nDOeP5+/TJKnyKiNQQayNEVWZ2AfAoQTWj84CquEUlIiKf8tGmIi67/z2Kyyp55Ar9sG2Dmpwr3b3W94W6+2xgdlMD0h3Q+HN3npy3gV/N/oidJRVcfNQwvnfSQWSlpyU6NBGRNinWO6DnA18BtoSfL9PIakAiItJ0C9YX8OW75lDlzszpkzlksO5otUFtLlfqDmh8rcjfxVfunsMPHp/P0N7dmHX1sdx45lgVPkVE6hFrK7ifEDQvLyIirWzV1l187f73yEpP44lvHMWArPREhyS1UK7sOCqrqrnnjdXc8tJyunVO5bdnH8qXjhhMSorevysi0pBYq+CKiEgCbCgo5cJ73sEdHvjaRBU+pVFUBbflLd9SzA8fn8/89YWcMrYfN581jr6ZXRMdlohI0lABVESkjVq6uYjL7n+f4vJKZl4xmZF9uyc6JEkyeg1Ly6msqubu11Zx678/pnvXTvz5vMM549ABmOmup4hIY6gAKiLSBq3cuosL73mHTikpPHL5ZMYN0jN8IomydHMRP3x8AQs3FHL6IQO4adpYcrp3SXRYIiJJKaZGiMzsO2bWwwL3mtk8Mzs53sGJiHRE63aUcOE97wDw8BWT1OBQklCubH92V1Xzp/98zNQ/v8HGglLuuGACt18wQYVPEZFmiLUV3K+5exFwMtAHuBT4ddyiEhHpoOavK+ALd7xJSUUVD35tEiP6qNptEmlzudLMpprZjMLCwkSGkZQWbyxk2m1vcstLyzl13ABe+v7xTDlkQKLDEhFJerEWQPc84DAF+Ku7z4/qV/sEZrlm9oqZfWRmi83sO7WMY2b2JzNbYWYLzGxC48IXEWk/Xv94K+fOeJuuaak8+Y2jGDOwR6JDksZpdK6MN72GpfEqKqv5w0vLmXbbm+QXl3PXhUfw5/MOp1dG50SHJiLSLsT6DOhcM/sXMBy4zswygeoGpqkErnH3eeH4c83sJXdfEjXOacCB4WcScGf4V0SkQ5m7ZgfffGgeQ3t342+XTaJPpqr4JaGm5EppQxZvLOQHjy/go01FnHXYQH42dSw9VfAUEWlRsRZALwMOA1a5e4mZ9SaoWlQnd98EbAr/Lzazj4BBQHQBdBrwoLs78LaZZZvZgHBaEZEO4Y2Pt3HFg+/TP6sr911ypAqfyavRuVLaBnfnobfXcNOsJfTM6MxfvprHSWP6JTosEZF2KaYCqLtXm9lq4CAza/TLrsxsGHA48E6NQYOAdVHd68N++xVAzWw6MB0gNzeXSCRS57Kqq6vrHd7WJXP8yRw7JH/8kNzr0FFjf3nZNr7/5GKG9+7GXy4YT1ZaYrZDMm9/aBvxNzdXxoPeA9qwispqfvbcIma+u47Pju7LLV8ZT3Y33fUUEYmXmAqgZnY58B1gMPAhMBmYA3w2hmm7A08C3w0bZ9hvcC2T+Kd6uM8AZgDk5eV5RkZGncuLRCLUN7ytS+b4kzl2SP74IbnXoSPG/vQH6/nBE4s5ZFAWD1w6kaxuaXGILjbJvP2hbcTfnFwZL3oPaP22FpfzjYfm8v6anXzrxBF8/6RRpKbovZ4iIvEUayNE3wGOBNa4+4kEdzO3NjSRmaURFD4fdvenahllPZAb1T0Y2BhjTCIiSetvcz7he3+fz6ThvXjo8kkJLXxKi2lSrpTEWLC+gDNve4PFG4u47fzD+eEpo1X4FBFpBbE+A1rm7mVmhpl1cfelZjaqvgnMzIB7gY/c/ZY6RnsOuMrMHiVofKhQz3+KSHtWtruKX83+iAfmrOHzB/fltvMn0DUtNdFhSctodK6UxHj6g/Vc++RCcrp34YlvHMXYgWolWESktcRaAF1vZtnAM8BLZraThu9UHgNcBCw0sw/DftcDQwDc/S5gNkFz9SuAEtRYg4i0Y4Wlu7nwnndYuKGQrx0znOumjCYtNdaKKJIEmpIrpRW5O7/+51Lufm0Vk4b34o4LJtC7uxr9EhFpTbE2QvSF8N8bzewVIAt4oYFp3qCB95+Frd9+K5YYRESS2ZrtES574H0+2RZhxkVHcPLY/okOSVpYU3JlvKkRon3cnZtmLeH+tz7hoslD+enUMboAJCKSADGdec1scvg+M9z9v8ArBM+2iIhIA/6xYBNn3vYmW4vLefCyiSp8tlNtMVe6+yx3n56V1bGrmLo7v31xGfe/9QmXHzucn08bq8KniEiCxHr2vRPYFdUdCfuJiEgdqquD6n7femQew3IyePZbx3D0iJxEhyXxo1zZRt3131Xc+epKLpg0hB+ffjBBMxUiIpIIsT4DamF1WWDvu85inVZEpMPJLy7jB48v4LXlWzl/0hBuOlN3XDoA5co2aOa7a/nNC0uZdthAbp42ToVPEZEEi/XX0Coz+7aZpYWf7wCr4hmYiEiyemnJFk794+u8s2o7vzhrHP971jgVPjsG5co25q0V2/jx0ws5cVQffvfl8aToNSsiIgkX6y+iK4GjgQ0E7+6cBEyPV1AiIsmopKKS659eyBUPvs+ArK7849vHcuHkobrj0nEoV7YhhaW7+cHj8xnWO4PbL5igi0AiIm1ErK3g5gPnxjkWEZGk5O68tnwrN85azOptEb5+/AFcc9IoOnfSD96ORLmy7XB3rntqAfnF5TzxjaPp1lk1oUVE2gqdkUVEmmFjQSk/fmoRryzfTm6vdB6+fJIaGpI2o6O+huXhd9Yye+Fmrj1tNIflZic6HBERiaICqIhIE5RWVDHjtVXc9d+VgHPdaaO59JjhuuspbYq7zwJm5eXlXZHoWFpLpLyS37ywlGNH5jD9uAMSHY6IiNSgAqiISCO4O8/N38iv/7mUTYVlTDmkP985fiijBuuup0hbcM/rqykuq+R7Jx2kRodERNqgmAqgZtYP+CUw0N1PM7MxwFHufm9coxMRaUPe/2QHv5z9EfPWFjBuUA9uPfdwJg7vRSQSSXRo0gYoVybexoJSbn91BVPHD+SIoT0THY6IiNQi1rpi9wMvAgPD7uXAd+MRkIhIW7N6W4Sv/+19vnTXHNbtLOU3Zx/Cs986lonDeyU6NGlb7ke5MqFu/ffH4HDtaaMTHYqIiNQh1iq4Oe7+mJldB+DulWZWFce4REQSbktRGXe8soKH31lL504pfP+kg7j8uOFqUVPqolyZQCvyd/H43HVccvRwBmWnJzocERGpQ6y/oiJm1htwADObDBTGLSoRkQQqr6zijldWcud/V1JV7XwlL5fvnXQgfTO7Jjo0aduUKxPolpeWkZ6WyrdOHJHoUEREpB6xFkC/DzwHjDCzN4E+wJfiFpWISAK4Oy8u3sxvXljG6m0Rzhw/kB+cPIohvbslOjRJDsqVCbJwfSGzF27m2587kN7duyQ6HBERqUdMBVB3n2dmxwOjAAOWufvuuEYmItKKVuTv4tonF/D+mp0c2Lc7D3xtIscf1CfRYUkSUa5MnN+8sJSe3dK44rjhiQ5FREQaUG8B1My+WMegg8wMd38qDjGJiLSaqmrnr2+u5v9eXEZ651R+9cVD+PIRg+mUqvd5SmxaO1eaWQpwM9ADeN/dH2jJ+SebOat28MaKbdxw+sFkdk1LdDgiItKAhu6ATg3/9gWOBl4Ou08EXgVUABWRpPXRpiJ+9OQCFqwv5PMH9+WXXzxEz3lKUzQ7V5rZfcAZQL67j4vqfypwK5AK3OPuvwamAYOAHcD6llmF5PXwexvok9mFCycPTXQoIiISg3oLoO5+KYCZPQ+McfdNYfcA4Pb4hyciEh+PvbeOG55dRI+uafzpvMOZeugAzPTSemm8FsqV9wO3AQ/u6WFmqeH0JxEUNN8zs+cIqvjOcfe7zewJ4D8ttCpJp7BkN6+v2MElRw+ja1pqosMREZEYxNoI0bA9CTW0BTgoDvGIiMRV2e4qfvbsYv7+/jqOGdmbP517uBotkZbS5Fzp7q+Z2bAavScCK9x9FYCZPUpw93MdUBGOU+drXsxsOjAdIDc3l0gkUut41dXVdQ5r6575YCOV1c5Jo3om7Tok8/YHxZ9IyRw7KP5ES2T8sRZAXzWzF4GZBM3Lnwu8EreoRETiYENBKdMffJ/FG4v41okj+P5Jo0hN0V1PaTEtnSsHERQ291gPTCKokvtnMzsOeK2uid19BjADIC8vzzMyMmodLxKJUNewtu7Fj7YzpFc6E0f2T9oaDMm8/UHxJ1Iyxw6KP9ESGX+sreBeZWZfAD4T9prh7k/HLywRkZb12vKt/M8TC4iUV3LvxXl87uB+iQ5J2pk45MraSlTu7iXAZTHNwGwqMHXkyJHNCKNtyi8qY86q7Xz92KFJW/gUEemIYr0DSphEVegUkaTzyDtr+fEzCxmUnc5jVx7FwQN6JDokaadaOFeuB3KjugcDGxsZzyxgVl5e3hUtFFObMXvhJtxhyti+iQ5FREQaIeYCqIhIsnF3/u/FZdzx6kpOGNWHOy84gvTOaqhEksZ7wIFmNhzYQFCl9/zGzKA93wF9fsEmRvfPZESf5K0CJyLSEelFdyLSbt3y0nLueHUl500cwj1fzVPhU9osM5sJzAFGmdl6M7vM3SuBq4AXgY+Ax9x9cWPm6+6z3H16VlZWywedQBsLSnl/zU7OOHRAokMREZFGivkOqJmlA0PcfVkc4xERaRH3vL6KP7+8gnPycvnlF8bpGTFpFU3Nle5+Xh39ZwOzWyK29mT2wqCx4TMOHZjgSEREpLFiugMaVuH5EHgh7D4sfBeZiEib87e31/CLf3zElEP688svHqLCp7SKtpgrzWyqmc0oLCxMZBgt7l9LtjBmQA+G5aj6rYhIsom1Cu6NBO8jKwBw9w+BYfEJSUSk6R57bx0/eWYRnxvdlz+ec7hesyKt6UbaWK5sj1VwSyuq+GDtTo47MCfRoYiISBPEWgCtdPf2dflURNqduWt2cP3TCznuwBzuuHACnTvpMXdpVcqVrWDump3srnImj+id6FBERKQJYv11tsjMzgdSzexAM/sz8FYc4xIRaZT8ojKufGgeg3qmc9t5E+jSSQ0OSatrc7myPVbBnbNqG6kpxpHDeiU6FBERaYJYC6BXA2OBcuARoBD4bryCEhFpjJKKSqb/bS67yiqZcVEeWd3SEh2SdExtLle2xyq4c1Zu59DBWXTvojfJiYgkowbP3maWCtzk7j8EfhzrjM3sPuAMIN/dx9Uy/ATgWWB12Ospd/95rPMXEQHYXVXNNx+ex4L1BdxxwRGM6p+Z6JCkA2pqrpTGiZRXsmB9IdM/c0CiQxERkSZq8A6ou1cBRzRh3vcDpzYwzuvuflj4UeFTRBrtV7OX8uqyrfzvFw7h1HH9Ex2OdFDNyJVx1d6q4L77yQ4qq52j9PyniEjSirX+ygdhU/KPA5E9Pd39qbomcPfXzGxYs6ITEanHC4s2cd+bq7nk6GGcN3FIosMRaXSujDd3nwXMysvLuyJRMbSk15dvo0unFD3/KSKSxGItgPYCtgOfjernQHOT6lFmNh/YCPzA3Rc3c34i0kF8si3CDx9fwPjcbK6fcnCiwxGB+OVKCb3+8VYmDu9F1zQ1MiYikqxiKoC6+6VxWPY8YKi77zKzKcAzwIG1jWhm04HpALm5uUQikdpGA6C6urre4W1dMsefzLFD8scPyb0OjYm9oHQ3l/51Hikp8H9njWJ3eSm7y+McYD2Sebvvkezr0Bbij1OulNCmwlI+zt/FV/JyEx2KiIg0Q0wFUDM7ALgVmExwNXcO8F13X13vhPVw96Ko/2eb2R1mluPu22oZdwYwAyAvL88zMjLqnG8kEqG+4W1dMsefzLFD8scPyb0OscZeVe1c++i7rC8o46HLJnHQoFJix7IAACAASURBVMQ/C5bM232PZF+HthB/PHJlC8Q0FZg6cuTIRIXQYt5csR2AYw/MSXAkIiLSHLG+huUR4DFgADCQ4PmWR5uzYDPrb2YW/j8xjGV7c+YpIu3frf9ezusfb+OmM8cx6YDEFz5ForR4rmyu9vQalrdWbqN3RmdG9VNL1yIiySzWAqi5+9/cvTL8PERwdbfuCcxmElz9HWVm683sMjO70syuDEf5EsFLu+cDfwLOdfd65ykiHdvLS7fwp5dX8KUjBnPeRFXDkzan0blSYuPuzFm5nckjepOSYokOR0REmqHeKrhmtqeZuVfM7FqCK7kOnAP8o75p3f28BobfBtwWe6gi0pGt2rqL7z76IWMG9OAXZ40jrEAhknDNyZUSm0+2l7CpsIyjVOtBRCTpNfQM6FyCJLrnl97Xo4Y5cHM8ghIRiVZQUsFlD7xPp9QU7r7oCLWAKW3N/7d353FyVWX+xz9POnsn3dn3DglkgSRAgCZhVXRAEAggIqsgyxgYAeGnoo6O64wzMOOGMAphEUR2RSHCAIrsCAZCCCSsCZB9T7qT3pfn98e9DUXbS/VSfetUfd8v+tVd99byrVsn9+HUvfcc1coMe25FNDzEIZr/U0QkeG12QN19ck8FERFpSV1DI1+6fTFrt1dx+xfnUjJsYNKRRD4im2tlrgxC9NyKrYwp6s/kEeEOlCUiIpF0R8EtAI4DJqU+xt1/mplYIiKRHyxcxnMrtvLjz+2ryeclq2VjrXT3hcDC0tLSLyaVoavcnedXbOXj00bq1HsRkRyQVgcUWAhUA68CjZmLIyLyoVufe4/fPr+KCz+2O6ccMCHpOCLtUa3MgLc27mJrRS0H6fRbEZGckG4HdIK775PRJCIiKf7w8hq+v3AZR+41mq8fs2fScUTSoVqZAbr+U0Qkt6Q7Dcv/mdmnMppERCT28Gvr+eo9r3Dw7sO59sz9KNC0CxIG1coMeG7FViYOG8iEobr+W0QkF6R7BPR54A9m1guoIxrpz929KGPJRCQvLV61nS/ftYT9Jg7lhnNKNeKthES1spvV1jfy/MqtHLf32KSjiIhIN0m3A/oT4GDgVXfXpNoikhEvr9rOP9/6ImOK+nPjOaUU9kt3FyWSFVQru9mz72xhZ3U9R80YnXQUERHpJumegvs28JoKqohkyhNvbeGMG55nUL/e/Ob8OQwt7Jt0JJGOyrpaaWbzzGxBWVlZ0lE65cFX1zO4X28Omzoi6SgiItJN0j28sB54wsz+D6hpWqhpWESkO9y/ZC1fuec1Zo4v5qYvHMjIwf2SjiTSGVlXK0OehqWmvoFHl23gyBmj6ddbp+KLiOSKdDug78Y/feMfEZFuce+Lq/n675dSOrGYX59/EIN02q2ES7WyGz26bCPl1fWcvP/4pKOIiEg3Suv/9Nz9BwBmNji66bsymkpEcl59QyM/fvQtrntyBYdPHcHPPruXOp8SNNXK7nX3otWMHzKAQ/fQ6bciIrkkrWtAzWyWmb0MvAYsM7OXzGxmZqOJSK6qrK3n/Ftf5LonV3Dm3InccE4pAzTarQROtbL7rN5WyTPvbOHU0hJ6aRomEZGcku7hhgXAV9z9cQAzOwK4ATgkQ7lEJEeVV9dxwS2LeOn97Vx58t6cPmciABW1CQcT6TrVym5y3+K1mMEppROSjiIiIt0s3Q5oYVNBBXD3J8ysMEOZRCRHvbVxJ5fe8TIrNu/imjP257h9NLef5BTVym7y2Bsb2X/iUMYPGZB0FBER6WbpTsOy0sy+Y2aT4p9/IxpoQUQkLfcvWcsJ1z7D1ooafn3egep8Si5SrewGb2wo59W1ZRwxbWTSUUREJAPS7YCeD4wE7gP+EP99XqZCiUjuqK1v5PsPLOOyu5awz/ghPHTZ4Rw+Vf9jKTlJtbIb/OjB1xk6sC9nHbRb0lFERCQD0h0Fdzvw5QxnEZEcs2T1Dr7xu6W8uXEn5x86mX89dk/6FKT7vZdIWHqqVsbXlv47sAy4y92fyPRr9pS/LN/I029v4evHTGdYoWayERHJRWl1QM1sGvA1YFLqY9z9k5mJJSIhq61v5Jq/vs0vn1jBqMH9uPGcUo6cMTrpWCIZ1ZVaaWY3A8cDm9x9VsryY4CrgQLgRne/EnBgF9AfWNONbyFRq7dV8tV7X2HmuCLOP3Ry0nFERCRD0h2E6F7gOuBGoCFzcUQkdM+v3MoPFy5n+fpyPrv/BL53wgyK+vdJOpZIT+hKrbwFuBb4TdMCMysA/hc4iqijucjMHgCedvcnzWw08FPgrK5HT1Z1XQOX3LGYxkbnl2ftT39NyyQikrPS7YDWu/uvMppERIK2raKW//jTcu57eS1ji/tz/dkHcPTMMUnHEulJna6V7v6UmU1qtngO8I67rwQws7uAE919ebx+O9Cvk1mzRlVtA/Nve5FX1pRx3ef3Z7fhGjhYRCSXpdsBXWhmXyIaVKGmaaG7b8tIKhEJRk19A3e+sIpf/PUdyqvquPSTU7j4E1N0BEPyUXfXyvHA6pTba4C5ZnYycDQwhOioaYvMbD4wH6CkpISKiooW79fY2NjqukyrqK3n4rte48X3d/AfJ0zn8MlFHc6SZP7uoPzJCjl/yNlB+ZOWZP50O6BfiH9fkbLMgd27N46IhOTRZRv4wcLlrN1RxdzJw/jBiTPZc0xR0rFEktLdtdJaWObufh/RSLttcvcFwAKA0tJSLyxs+chiRUUFra3LpB2VtVx89yu8tGoHPz99NifOHt+p50kqf3dR/mSFnD/k7KD8SUsyf7qj4Go0ABH5wKad1fz7n15n4Svr2HPMYG67YA6HTRmBWUv/vyySHzJQK9cAJSm3JwDrOvIEZjYPmDdlypTuzNUlNfUNPLBkHVc9/AY7Kuu45oz9NS+wiEgeSfcIqIgIlbX1XPfEChY8vZKGRucrR03jX47YQ1OriGTGImCqmU0G1gKnA2d25AncfSGwsLS09IsZyJe2uoZGlqzewa+eWMHzK7dSWdvAvhOKufX8OcwcV5xkNBER6WHqgIpIu+oaGvnD4rX89M9vsaG8mnn7juOrR01j0ohwTz0RySZmdidwBDDCzNYA33P3m8zsEuARomlYbnb3ZR183sSPgD63YgsX376Y7ZV1DOrXm1MOmMCRe43msCkj6NVLZ02IiOQbdUBFpFXuzp+WrufHj77J+1sr2bdkCP971n4csNuwpKOJ5BR3P6OV5Q8BD3XheRM9Avr8yq2cf8siJgwdyI8+szeH7DGcIQP7JhFFRESyRNodUDMbD+zGRyfXfioToUQkee9vreB7DyzjiTc3s9fYIm48p5R/2muUrvMUaUO21cokj4Cu21HFBbcsYvyQAdw1/yBGDAp+xhgREekGaXVAzewq4DRgOR9Oru2AOqAiOaa6roFr/vo2Nzz1Ln0KjO8eP4MvHDKJAp0qJ9KmbKyVSR4BfXTZBipqG7j+7FJ1PkVE5APpHgE9CZju7jXt3lNEgvXOpp1cfPvLvLlxJyfvN55vfHpPRhf1TzqWSChUK1M8885WJg0fyJRRg5KOIiIiWSTdDuhKoA8pE2uLSO5obHTu+PsqfvTg6wzsW8At5x3IEdNHJR1LJDRZVyuTPAV3zfZKpo4e3OOvKyIi2S3dDmglsMTMHiOlsLr7l1t7gJndDBwPbHL3WS2sN+Bq4Nj4+c9198UdyC4i3WB7RS2X3vkyz7yzhUOnDOenp87WUU+Rzulwrcy0JE/B3VheTemkoT39siIikuXS7YA+EP90xC3AtcBvWln/aWBq/DMX+FX8W0R6yPtbKzjv14tYs6OK//zM3pwxp0SDDIl0XmdqZU6qqW9ge2UdowfryywREfmotDqg7n6rmQ0AJrr7m2k+5ikzm9TGXU4EfuPuDjxvZkPMbKy7r0/n+UWka15YuZWLfvsSDtz+z3M5cJKmVhHpis7UykxL6hTcTeXRAWCdTSEiIs2lOwruPODHQF9gspnNBn7o7id04bXHA6tTbq+Jl/1DB9TM5gPzAUpKSqioqGj1SRsbG9tcn+1Czh9ydgg/P6T3HtydO19cx1WPvsPEoQO49vRZ7DasX+LvPeTtH3L2JqG/h2zIn6Fa2SVJnYJ70zPvAjCySKPfiojIR6V7Cu73gTnAEwDuvsTMJnfxtVs6z89buqO7LwAWAJSWlnphYWGrT1pRUUFb67NdyPlDzg7h54f03sNP//wWv3jsbT655yh+dtpsigf06aF0bQt5+4ecvUno7yFL8n+f7q+VwXltbRm3/u095kweRuluugZUREQ+Kt0OaL27lzW7NqzFzmIHrAFKUm5PANZ18TlFpBXuzs/+8ja/eOxtTi2dwJUn70Mvze0p0p0yUSuDc+tz7zGgTwE3fqGUwf2z4wsuERHJHr3SvN9rZnYmUGBmU83sGuC5Lr72A8A5FjkIKNP1nyKZUV3XwOV3L+EXj73N5w5Q51MkQzJRK7vEzOaZ2YKysrIeeb2yqjoWLl3HibPHUaTOp4iItCDdDuilwEyiYeXvAMqAy9t6gJndCfwNmG5ma8zsAjO7yMwuiu/yENGcae8ANwBf6kR+EWlHQ6Nz+V1LuH/JOq44ejr/fYo6nyIZ0uFamWnuvtDd5xcXF/fI6/3x5bVU1zVy5pzdeuT1REQkPOmOglsJfDv+SYu7n9HOegcuTvf5RKTj3J3v3v8aDy/bwHePn8H5h+Xd5WgiPaYztTLX3L1oNXuPL2bvCT3T4RURkfC0eQTUzBaY2d6trCs0s/PN7KzMRBORrnB3rnr4TW5/YRUXfnx3dT5FMkS1MrKxvJrl68s5fp+xSUcREZEs1t4R0F8C34kL62vAZqA/MBUoAm4Gbs9oQhHpMHfnRw++zo3PvMuZcyfyzWP2TDqSSC5TrQSefWcLAIdNHZFwEhERyWZtdkDdfQlwqpkNAkqBsUAV8Hq2TLItIv/opmfe5cZn3uXcQybxvXkzaDYqp4h0o2yulfHcpPOmTJmS8dd65u0tDCvsy15jijL+WiIiEq50rwHdRTyvmYhktyfe3MR/PvQ6x8wcw3ePV+dTpKdkY61094XAwtLS0i9m+rWeW7GVQ/YYrkHORESkTemOgisiAXhvayWX3vky08cU8dPT9tX/CIpIj9hWUcuG8mpmlwxJOoqIiGQ5dUBFcsQbG8o559aX6VPQiwVnH8DAvmmd4CAi0mVvbCgHYPqYwQknERGRbNfhDqiZ9TIzXeAhkkWWrSvjjAXP07uXcc+FB1EybGDSkUTyWr7Vyjc37ATUARURkfal1QE1szvMrMjMCoHlwJtmdkVmo4lIOpau2cGZN7zAwL69ueWc/ZgySv8DKJKEfK6Vb27YydCBfRg5qF/SUUREJMulewR0hruXAycBDwETgbMzlkpE0vL4m5s468YXGNy/N3fNP4iJwwYkHUkkn+VtrXxjw06mjxmsQc9ERKRd6XZA+5hZH6Kier+71wGeuVgi0pba+kb+/U/LOe/Xixg/ZAB3X3iwTrsVSV5e1srGRuetjTvZU9OviIhIGtLtgF4PvAcUAk+Z2W5AeaZCiUjr6hoaueSOxdz0zLt84eDd+OPFhzJ+iI58imSBrKuVZjbPzBaUlZVl7DXWbK+isrZB13+KiEha0uqAuvsv3H28ux/rkfeBT2Q4m4g0U1FTz4W3vcSjyzfygxNm8oMTZ9G/T0HSsUSE7KyV7r7Q3ecXFxdn7DU0Aq6IiHREWvM0mFk/4LPApGaP+WEGMolIC8qq6jj7phd4bW0ZP/rMLM6au1vSkUQkRb7Wyrc37QJg2mh1QEVEpH3pThR4P1AGvATUZC6OiLSkqraBC25ZxOvry7n+7FKOmjE66Ugi8o/yslZuKq+mqH9vBvXT3MMiItK+dKvFBHc/JqNJRKRFVbUNXPjbl1i8ajvXnLG/Op8i2Ssva+WWXbWMGKzpV0REJD3pDkL0nJntndEkIvIPtu6q4YwbnufptzfzXyfvzXH7jE06koi0Li9r5ZZdNYwoVAdURETSk+4R0MOAc83sXaLTigxwd98nY8lE8tzmnVHnc832Sq77/AEcPXNM0pFEpG15WSu3VtQybfSgpGOIiEgg0u2AfjqjKUTkH3z13ldYu72KW8+bw9zdhycdR0Tal5e1csuuGg7WPkpERNKU7jQs7wNDgHnxz5B4mYhkwF/f2MhTb23mkk9OUedTJBD5WCtr6hvYUVnHiEE6BVdERNKTVgfUzC4DbgdGxT+/NbNLMxlMJF89/NoGLrztJWaNL+KcgzXVikgoerJWmlmhmb1kZsdn4vnT9f7WSgAmjRiYZAwREQlIuqfgXgDMdfcKADO7CvgbcE2mgonko/uXrOUr97zCvhOK+fV5cxjcv0/SkUQkfZ2ulWZ2M3A8sMndZ6UsPwa4GigAbnT3K+NV3wDu6d74HbdyczQH6O4jdA2oiIikJ91RcA1oSLndEC8TkW5yz6LVXH73Eg6cNJTbLphL8QB1PkUC05VaeQvwkSlczKwA+F+ia0tnAGeY2QwzOxJYDmzsauCuWrG5AoDdRxYmnEREREKR7hHQXwMvmNkf4tsnATdlJpJIfnF3fvXkCv774Tf5+LSRXH/2AfTvU5B0LBHpuE7XSnd/yswmNVs8B3jH3VcCmNldwInAIKCQqFNaZWYPuXtj8+c0s/nAfICSkhIqKipafO3GxsZW17XnzfU7GD24L9TXUFFf06nn6Kqu5M8Gyp+skPOHnB2UP2lJ5k+rA+ruPzWzJ4iGmDfgPHd/OZPBRPJBTX0DX//dUu5fso55+47jx5/bh3691fkUCVEGauV4YHXK7TVEp/heAmBm5wJbWup8xnkWAAsASktLvbCw5aOUFRUVtLauPau217DHqMGdfnx36Er+bKD8yQo5f8jZQfmTlmT+NjugZlbk7uVmNgx4L/5pWjfM3bdlNp5I7tpVU8+Ft73Is+9s5Yqjp/OlI/bATGe2i4Qmg7WypR2Cf/CH+y1pZJsHzJsyZUonI7TO3Vm5eRcnzh7f7c8tIiK5q70joHcQDYrwEilFj3hybWD3DOUSyWlbd9Vw3i2LWLaunJ98bl8+e8CEpCOJSOdlqlauAUpSbk8A1nXkCdx9IbCwtLT0i53M0KrtlXWUV9czaUS4RwBERKTntdkBdffj49+TeyaOSO5bu6OKs296gbXbq7j+8wdw5IzRSUcSkS7IYK1cBEw1s8nAWuB04MyOPEEmj4BuLK8GYGxx/25/bhERyV3pzgP6WDrLRKRtb2/cyWd/+Rybd9Zw2wVz1fkUySFdqZVmdifRlC3TzWyNmV3g7vXAJcAjwOvAPe6+rCOZ3H2hu88vLi7uyMPS0tQBHV3Ur9ufW0REcld714D2BwYCI8xsKB9ej1IEjMtwNpGcsnjVds6/ZRF9Cnpx9/yDmTGuKOlIItINuqNWuvsZrSx/CHioC9kydgR0U3k06u2owToCKiIi6WvvGtALgcuJCuhLfFhUy4nmJhORNDz06nq+es8rjBzcj99eMJeJwwcmHUlEuk/W1spMXgPadAR0lI6AiohIB7R3DejVwNVmdqm7X9NDmURyhrvzyydW8D+PvMnskiEsOOcAHS0QyTH5WitXb69kWGFfTR0lIiIdku48oNeY2SyiSa/7pyz/TVuPM7NjgKuBAuBGd7+y2fojgPuBd+NF97n7D9NOL5LFGhqdHz34Ojc/+y4nzR7Hf5+yL317p3XZtYgEqLO1MpMydQquu/PM21s4cNLQbn1eERHJfWl1QM3se8ARREX1IeDTwDNAq0XVzAqITj06imgo+UVm9oC7L29216ebRhAUyRXVdQ1cftcSHl62gXMPmcR3j59Br16a41Mkl3WmVmZapk7B3VBezbqyai46Yo/ufFoREckD6R6OOQX4J2CDu58H7Au0d9HHHOAdd1/p7rXAXcCJnU4qEoitu2o444bneWT5Br57/Ay+f8JMdT5F8kNnamWQdlbXAzCssG/CSUREJDRpHQEFqty90czqzawI2ET7E2uPB1an3F4DzG3hfgeb2StEk2t/raUh5s1sPjAfoKSkhIqKilZftLGxsc312S7k/CFnh+7J/97WSi66cymbdtby81NmcuSeI3t0m4T8GSh7skJ/D1mSvzO1MqMydQpuZW0DAAP76vpPERHpmHQ7oC+a2RDgBqIR/nYBf2/nMS0d8vFmtxcDu7n7LjM7FvgjMPUfHuS+AFgAUFpa6oWFha2+aEVFBW2tz3Yh5w85O3Q9/6L3tjH/Ny9jZtw5/yD2n9jz10aF/Bkoe7JCfw9Zkr8ztTKjMnUKbmVNdAR0YN90/zdCREQkku4gRF+K/7zOzB4Gitx9aTsPWwOUpNyeQHSUM/V5y1P+fsjMfmlmI9x9Szq5RLKBu3PLc+/xowdfp2TYQG4570B2G574/wiLSA/rZK0Mko6AiohIZ6X91aWZjQd2a3qMmX3M3Z9q4yGLgKlmNhlYC5wOnNnsOccAG93dzWwO0TWpWzv2FkSSU1lbz7fue5U/LlnHkXuN4ienzqZ4QJ+kY4lIQjpRK4NUUasjoCIi0jnpjoJ7FXAasBxoiBc70GpRdfd6M7sEeIRoGpab3X2ZmV0Ur7+OaMCGfzGzeqAKON3dm5+mK5KVXl9fzuV3LeGtTTv56lHTuPgTUzTYkEge60yt7IFMGbkGtCo+AlrYT0dARUSkY9L96vIkYLq713Tkyd39IaKh6FOXXZfy97XAtR15TpGkNTQ61z25gp/9+S2KB/Th1vPm8LFpI5OOJSLJ61StzKRMXQNa0XQKbh8dARURkY5Jt3KsBPoAWVNURZKwYvMurrj3FRav2sFx+4zlP06cxVBNQyAikbyplVXxKbgDdA2oiIh0ULod0EpgiZk9RkphdfcvZySVSJbZWV3HtX99h5uffZeBfXvzs9P25aTZ4zHTKbci8oG8qZUVtQ30KTD69k53OnEREZFIuh3QB+IfkbxSXdfAPS+u5hePvc3WilpO2X8CVxwznVGD+ycdTUSyT97UyqraBg1AJCIinZLuNCy3ZjqISDaprmvgzr+v4ronV7CxvIY5k4Zx87l7sc+EIUlHE5EslU+1sqKmXlOwiIhIp7TZATWze9z9VDN7lWgkv49w930ylkwkAZW19dzxwique3IlW3bVMHfyMH522mwO3n24TrcVkRZlc63M1Ci4ZVV1FPXXlFMiItJx7R0BvSz+fXymg4gkqaKmnpueW8Wtz69ha0Uth04ZzrWf3I+Ddh+edDQRyX5ZWyszNQrutopahmkANhER6YQ2O6Duvj7+/T6AmRW19xiRkKwvq+LW597nzr+voqyqjsOnjuCyf5pK6aRhSUcTkUDkY63cVlHLXuOKko4hIiIBSqtAmtmFwA+BKj48vciB3TOUSySjXltbxo1Pr+RPS9fT6M7RM8dw9oFjOWT6uKSjiUig8qlWbq2oZbiOgIqISCek+w3t14CZ7r4lk2FEMqmx0Xn8zU3c8PRKnl+5jcK+BZxz8CTOO3QSJcMGUlFRkXREEQlbXtTKuoZGyqrqdAquiIh0Srod0BVE85uJBKe8uo77l6zj18++y8rNFYwt7s+3jt2T0w6cSPEADaIhIt0mL2rl9spaAB0BFRGRTkm3A/qvwHNm9gI5Prm25AZ355U1Zdz5wioeeGUdVXUNzBpfxNWnz+bYvcfSp0CTp4tIt8uLWrmtIuqADivsl3ASEREJUbod0OuBvwKvAo2ZiyPSNU1HO+98YRXL15czoE8BJ+w7jjPnTmSfCcWaSkVEMinramUmpmHZtqupA6ojoCIi0nHpdkDr3f0rGU0i0kktHe3ca2wR/37SLE6aPY7BmqtORHpG1tXKTEzDsjU+Ajp8kDqgIiLScel2QB83s/nAQj56WtG2jKQSSYOOdopIlsmLWvnhKbjqgIqISMel2wE9M/79rynLcnJoecluTUc773jhfRa+sl5HO0Ukm+RFrdxaUYsZDB2oDqiIiHRcWh1Qd5+c6SAibWk62nnHC6t4XUc7RSQL5Uut3FZRw5ABfSjopf2uiIh0XLpHQDGzWcAMoH/TMnf/TSZCiYCOdopIePKhVm6rqNXptyIi0mlpdUDN7HvAEURF9SHg08AzQE4VVckO2ytq+eOStdy9aDVvbNipo50iEoR8qZXbK+rUARURkU5L9wjoKcC+wMvufp6ZjQZuzFwsyTcNjc7Tb2/m3pfW8OdlG6ltaGTv8cU62ikiIcmLWrm9spaSYQOTjiEiIoFKtwNa5e6NZlZvZkXAJnJsUAVJxrodVdy9aDX3vriadWXVDB3YhzPnTuTU0hJmjCtKOp6ISEfkRa3cXlnLPhOKk44hIiKBSrcD+qKZDQFuAF4CdgF/z1gqyWnVdQ385fWN3PviGp5+ezMOHD51JN8+bgZHzhhFv94FSUcUEemMHqmVZrYXcBkwAnjM3X/V3a/RGndne2WdRsAVEZFOS3cU3C/Ff15nZg8DRe6+NHOxJNe4Oy++v537Fq/hT0vXs7O6nrHF/fnSEVM47cASnc4lIsHrSq00s5uB44FN7j4rZfkxwNVAAXCju1/p7q8DF5lZL6LObo+pqmugtr6RIeqAiohIJ6U7CNFj7v5PAO7+XvNlIi1xd5auKePPyzfywCvrWLWtkgF9Cvj0rDF8Zv/xHLLHCA3jLyI5o4u18hbgWlIGLDKzAuB/gaOANcAiM3vA3Zeb2QnAN+PH9JjtlXUADCvUdfkiItI5bXZAzaw/MBAYYWZDgabeQhEwLsPZJEC19Y38beVW/rx8A39ZvokN5dX0Mjh4j+Fc9k9TOWbWGAr7pT37j4hI1uuOWunuT5nZpGaL5wDvuPvK+HXuAk4Elrv7A8ADZvYgcEcrueYD8wFKSkqoqKho8bUbGxtbXdfc+i07ARjQK/3HZFpH8mcj5U9WyPlDzg7Kn7Qk87fXE7gQuJyogL7Eh0W1nOhbWRHW7ajiqbc289jy9Tz/8XZyxQAAHURJREFU7g521tQzoE8BH582kqNmjOaTe45iqIbsF5HclalaOR5YnXJ7DTDXzI4ATgb6EU330iJ3XwAsACgtLfXCwsIW71dRUUFr65qr9ioAxgwrSvsxmdaR/NlI+ZMVcv6Qs4PyJy3J/G12QN39auBqM7vU3a/poUyS5cqq6lj8/naeeWcLT721mbc37QJgTFE/jttnLEfNGM2hU0bQv48GExKR3JfBWtnSNQru7k8AT6T1BGbzgHlTpkzplkDbK2sBGDpQp+CKiEjnpDsI0TVmdggwKfUx7p5Tk2vLP9pVU8/r68tZtraM5evLWbqmjDc37sQd+vbuxdzJwzjtwBI+Nm0k4wqNQYMGJR1ZRCQRGaiVa4CSlNsTgHUdzLQQWFhaWvrFTmb4iB1xB1SDEImISGelOwjRbcAewBKgIV7spAyWIOHbvLOGZevKWLaunOXry1m+rpz3tlbgHq0fXtiXmeOLOXbvsZROGsp+JUMZ0PfDo5whnwcvItJVGaiVi4CpZjYZWAucDpzZwUzdegR0W0U0CNEQHQEVEZFOSnc0mFJghntTV0RCVVPfwNrtVazeXsWa7ZWs3lbFmxvKWbaunE07az64X8mwAcwcW8zJ+41n5vgiZo4rZtTgfphp1FoRkVZ0ulaa2Z3AEUQDGa0BvufuN5nZJcAjRNOw3OzuyzryvN19BHR7ZS2D+/WmT0Gv7ng6ERHJQ+l2QF8DxgDrM5hFukFDo7OhvJrV2yqjn+1VrNlWyeq4s7lxZzWp/2vUp8DYY+QgDps6gpnjipkxtogZ44ooHqBvt0VEOqjTtdLdz2hl+UO0MdBQT9tRWcsQTcEiIiJdkG4HdASw3Mz+DnxwmMzdT8hIKmmVu7NlV23coaxkzfaquKMZdTDX7aiivvHDHqYZjC3qz4RhAzl0yghKhg2gZOhASoYNpGTYAEYP7k8vzcUpItIdsq5WdvspuJV1DNX1nyIi0gXpdkC/35knN7NjgKuJTh260d2vbLbe4vXHApXAue6+uDOvlUvKqurizmXUqVy9/cOO5prtVVTVNXzk/iMG9WXC0IHsWzKE4/YZG3cwo47muCED6Ntbp0qJiPSA7ycdoLnuPgV35eZdzC4Z0h1PJSIieSrdUXCfNLPRwIHxor+7+6a2HmNmBUTznx1FNJLfIjN7wN2Xp9zt08DU+Gcu8Kv4d8ZV1zXQ6I57NEJE0984OB8ud/f4d7ScD5a3cL/4wGPzdfUNjVTXNVJV10BVXQPV8c+umno2ldewaWc1G8tr2BifOlteXf+RrIP79WbCsIFMHlHIx6aNpGTogPgI5kAmDB3AwL7pfo8gIiKZ0plamWndeQS0vLqONdurOGPOxK4HExGRvJXuKLinAv9DNO+YAdeY2RXu/rs2HjYHeMfdV8bPcRdwIpDaAT0R+E08YMPzZjbEzMa6e8avNT3650/x/tbKTL9MWkYM6suowf0ZXdSPWWMHsfuooqiDGR/JLB7QR4P/iIhkuU7WyozqziOgb23YCcBeYwd39alERCSPpXvo7NvAgU3f5JrZSOAvQFtFdTywOuX2Gv7x6GZL9xlPswEczGw+MB+gpKSkzek+Ghsb05oO5NyDJrCzuh4DeplB9B/Rnxb/Jl7+4e2m9e3e/4N10LugF/379KJ/717071Pwwe+BfQsYVtjnI6MJNjY20qtXyimzXkdlZV277ycbpLvts1Xo+SHs96DsyQr9PWRJ/s7UymCMLurPFUdPZ+/xOgVXREQ6L90OaK9mpxFtBdq7sLClQ3bNh6ZP5z64+wJgAUBpaakXFha2+qIVFRW0tb7JeYdPbfc+SUg3fzYKOTuEnx/Cfg/KnqzQ30OW5O9MrQxGybCBXPyJ7hnMSERE8le6HdCHzewR4M749mnA/7XzmDVAScrtCcC6TtxHREQkBJ2plRnV3aPgioiIdFVa38y6+xXA9cA+wL7AAnf/ejsPWwRMNbPJZtYXOB14oNl9HgDOschBQFlPXP8pIiLS3TpZKzOdaaG7zy8uLk4yhoiIyAfaPAJqZlOA0e7+rLvfB9wXL/+Yme3h7itae6y715vZJcAjRNOw3Ozuy8zsonj9dUSTax8LvEM0Dct53fGmREREekpXaqWIiEi+ae8U3J8D32pheWW8bl5bD3b3h4g6manLrkv524GL00oqIiKSnbpUK0VERPJJe6fgTnL3pc0XuvuLwKSMJBIREQlL1tZKM5tnZgvKysqSjCEiIvKB9jqg/dtYN6A7g4iIiAQqa2ulrgEVEZFs014HdJGZ/cPk1WZ2AfBSZiKJiIgERbVSREQkTe1dA3o58AczO4sPi2gp0Bf4TCaDiYiIBEK1UkREJE1tdkDdfSNwiJl9ApgVL37Q3f+a8WQiIiIBUK0UERFJX3tHQAFw98eBxzOcRUREJFjZWCvNbB4wb8qUKUlHERERAcCimVDCYWabgffbuMsIYEsPxcmEkPOHnB3Czw9hvwdlT1bo76G7808F/ubux3Tjcyamndqpzz5Zyp+skPOHnB2UP2mZyL+bu49s707BdUDbY2Yvuntp0jk6K+T8IWeH8PND2O9B2ZMV+nsIPX+SQt92yp8s5U9OyNlB+ZOWZP72RsEVERERERER6RbqgIqIiIiIiEiPyMUO6IKkA3RRyPlDzg7h54ew34OyJyv09xB6/iSFvu2UP1nKn5yQs4PyJy2x/Dl3DaiIiIiIiIhkp1w8AioiIiIiIiJZSB1QERERERER6RHqgIqIiIiIiEiPCLIDamZB5m4Scv6Qs4tI2MzMks4QqtD33covItJx2Vo3g9ghmtlgM5tgZp8AcPfGpDN1RMj5Q87eEoslnaMjQsubStmlK8xsULz/OQLANWpe2kLfdyt/9lDd7FkhZ4fw84culLoZxCi4ZvYgsBmYAgwBvuPuf4jX9cr2HXvI+UPO3sTMZgFTgQ3u/rd4mUH2/sNMZWYXAK8Dr7r7zqTzdISyJ8vM+rh7XdI5OsvM7gAagHHAu8AVQFkI+52khb7vVv5kqW4mJ+TsEH5+CLt2hlI3s/4IqJl9Chjm7ue6+2HAfwL/ZmYPmtm4bNugzYWcP+TsTczsdOB2YC5wt5k9YGb7eSzbv6kzszOAG4CzgNPMbIaZ9U44VlqUPVlmdiRwqZnNDC07gJmdCowGLgG+ADQCM0PY7yQt9H238idLdTM5IWeH8PND2LUzpLqZ9R1QoB5Yb2ZjzKzA3e9w9wOAt4Drzawo4XztCTl/yNmbXAh81d2/6e4TgReB+8zsxxDEN7mTgIuAh4HDiN7PSWY2AcDMPp9ctHZNQtmTdCfwOeAc4EQzm5hwno46DviJu5e5+xrgVeDrTSvNbF5iybJf6Ptu5U+W6mZyJhFudgg/P4RdO4Opm1l/Cq6Z9QH+i+hUlmvdvSJl3S3Aze7+VELx2hVy/sCzN31DexWwDrje3avidWOBG4F73P3WhCK2K34P44Fqd99iZkOIdohzgZeAvYD94/+xySrKniwz2xP4PFE7PwE4kOhUnGfc/VEzOw1Y5+5PJxizRfH2LwA+AawHlsVHXUYAjwIHAecCx7r7SYkFzWIh77tB+ZOiupmskLND+Pkh3NoZYt3M+g4ogJlNAn5OdB3FT4A3gRrgr8Bn3X1JYuHSEHL+kLMDmNmhwOXAb939fjOz+B/loUSnKJzr7jXJpuyY+Nu4i4nyH+buLyccKW3K3jPMrD8w3N3Xxrf3JPofgdFER2H+FTja3V9ILmXHmdl/Ai8DlwGXZvNnkLQc2HdPQvkTobqZXULODmHlz8Xama11M2vPbY6/ZdgH2AD83t1PMrPziBrwWmAUcHe27sRDzh9y9ubc/VkzGwr8IH5fvzKzGuBUoDZbi2jKZ7AeeNLdX42vRWhw91Vm1gj8X7bsSFIpe/LcvdrM1kP0zai7vwF8Ky6mfyH695uVBTT+DPYlOgLzlLsvjU9jbCD6Fv1e4KfZ/hkkIfR9t/JnB9XNnhdydgg/f5NQa2eIdTMrj4DG37L9AvgdMBbo5+4XxusKgIlEjbwu3rhZJeT8IWdvYmZ7EV2DMAB43t1vjk+J+jYwHSgn+lZ6vruXJZe0ZS18BgVE31o1xut7EZ3SsjT11K5soOzJSmn7/YBFwG3uXttUiMyskOhb3L3dfVuSWVuSxmcwArgbODkb/+0mKfR9t/InS3UzOSFnh/DzQ9i1M9i66e5Z9wM8Apwa/z2c6PzleSnrh8a/LemsuZY/5OwpGZ8CvkZ0CtF9wHkp64rj372TztnBz+D45u8hG3+UPfH3kNr2fw98vtn6gUQj4iWetZOfgQH9k86ZjT+h77uVP/H8qpvKnpf544zB1s5Q62bWjYIb99TfBl6OD39vBR4kGpGqaXjzf4bsHIkt5PwhZ29iZp8jivdjd/858CvgODMb9OFdbJC71yeXsnVtfAanxus/BcxPMGKrlD1ZLbT964hGHxwQrx8ONLr7siRztiaNz+Bo4BvuXp1gzKwU+r5b+ZOlupmckLND+Pkh7NoZdN1MugfcSm++ABiQcnsU8ADQl+hbiuOTypbr+UPOHuc9jugUIYhOpegX5/54vOwWYFrSOXP1M1D2RPOr7efxT+jbTvkTza59h7Lnc/6g23+o2z+rBiEys2JgCrCYlDlK3X2Tma0g2pCvu/ufEorYppDzh5w9lbs/aGYD479rAMzsMWC6mZUAI939rSQztibkz0DZk6e2n59C33bKnzztO5IRcnYIP3+TUNt/6Ns/azqgZjaZ6FuGpnmoFprZC8ASdy8nGsL8MqLhkLNOyPlDzt4kPlViOtEgCa+YWS933xWv/j3RKUWDiU+JyjYhfwbKniy1/fwV+rZT/mRp35GckLND+Pkh7PafE9s/PlybODO7GXjb3f/LzA4H5gFDgcfc/a74Pke4+xMJxmxVyPlDzt7EzO4HyoDZwBLgOeBZ4A2ii8efB551939OLGQbQv4MlD1Zavv5K/Rtp/zJ0r4jOSFnh/DzQ9jtPxe2f1YcAbVorqAtQH8Ad38aeNrMTgG+bWa7uftV2bohQ84fcvYmZrY3sJu7z45vfwY4CtgL+JW7v2FmHwe2JxizVSF/BsqeLLX9/BX6tlP+ZGnfkZyQs0P4+SHs9p8L2x/IjlFwPRpZ7Uai861PN7MJ8fLfER363is+VJ6VQs4fcvYUDUClRXMh4e5/AL4BbAMeNLNp7r7J3euSDNmakD8DZU+c2n6eCn3bKX/itO9ISMjZIfz8sWDbf45s/6w5Alrg7m+Z2V3AscAkM1sKLCX6NuJAd69KNGQbQs4fcvYm7r7czG4hGja7H/Cyu28HfmDR5MGziCYQzkohfwbKniy1/fwV+rZT/mRp35GckLND+Pkh7PafC9sfEr4G1Mz6Es2NNRzYAfwvcADwGaJhkD8BrAN+nI2HkkPOH3L25sysP9G3Wd8AJhD9I9xEdD7/08C/uPujySVsWcifgbJnB7X9/BP6tlP+7KB9R88LOTuEnz9ViO0/l7Y/JN8B/R9gD+Bxol77k+5+d7xuFFADFLr7usRCtiHk/CFnb2JmFwCTgbHAXe7+ZzM7megf5BhgIvCMu/8gwZitCvkzUPZkqe3nr9C3nfInS/uO5IScHcLPD2G3/1zY/h/hyU2cugfR/DRNt08j+tZhYny7d1LZcj1/yNlTMu8FvAxcEP/cBBTF6/rHvwdl63sJ+TNQ9sTfg9p+nv6Evu2UP/H82ncoe17mjzMG2/5zYfs3/0lyEKIZwO+abnjUi38bmBYv+r6ZHZlEsDSFnD/k7E2+A9zg7jcRvZf+wDcB3L3azEZ4NJ9TQ4IZ2xLyZ6DsyVLbz1+hbzvlT5b2HckJOTuEnx/Cbv+5sP0/IrEOqLsvBG6wSFOOJcDHLZpg9VPAX5PK156Q84ecHcDMBhP9w3sawN3LgGuJLhrHzA4BrorXZcdEt82E/Bkoe3LU9vNb6NtO+ZOjfUeyQs4O4ecPvf2Hvv1bkkgH1MwMwN1XNfug/wwcCdwHXOPujUnka0/I+UPO3sTddwI/AFalLH6F6O0NBb5GdI58Vgr5M1D2ZKnt56/Qt53yJ0v7juSEnB3Czw9ht/9c2P4tSaQD2vzbhaaN5u6vE83Bs8Pdb0siWzpCz58qxOxmZu7eGH+DhZn1dvdK4AXgVaDA3X+baMg2hNx+Qs7eXIjZ1fbzV+jbLvT8zYWWX/uO5IScvSUh5g+5/eda+2mS9Ci4Be7eYGYfAw519/8ys8OAcndfmliwNsSN2OO/g8mfmju+HUz21qS8h37uXmNm+wIvAnPdfXHS+doT2megtp891PbzV4jbLtR9B+Te/kP7jp6ltp9dQm7/ubD9UyU5CBHu3nSh73eIzs3G3Z/J1g1pZkNTdiQWWP7/MrMvx+ePh5b9g1MQUm73SXkPt5nZNHd/BTgm23ciTUL6DNT2k6O2L6lC23aB7zsg4P2H9h3JUttPVq61/9C2f3t6rANqZuPMbC8z69Ns+Uxgqbv/rpWHZgUz2wvYamZfir85adqpTAdezeb8ZrY3cDbRPEe7p2QPYtvHBppZsZkdAODudQBm9kWgr7u/FS9/LMGMrQq5/avtJ05tP0+Fvu1C3ndATuw/tO9IiNp+Vgi2/Yfc9tPVY6fgmtlrQAHwY+AhYENKg246FN7b3et7JFAHxTuThUAtUAd8N759EPCiu9eaWS/PwouAzeyPwBNAIfB54PPu/lK8rre712dr9iZmdg/Rdh8MjAe+4+4Pmdk5RNt/eZa3n2Dbv9p+stT281fo2y7kfQeEv//QviM5avvJC7n9h9z209W7J17EzPYjGnnq18BZwNFEh7+fd/fNQImZbXP3bT2RpzPc/XUz+zqwjqgxXwncCLzs7p+K75N1/xDN7CRgkLv/PL7twL+Y2bfcfVPT/bIxe5P4PUwAPgk4cCpwnZn9HZjv7tvi00Oy8h9i6O1fbT85avv5Kxe2Xaj7Dgh//6F9R7LU9pMVcvsPve2nq6dOwX0X+A93v9fdTyL6VuX/Ad81s1nA3UTfCmW7FcCPiObaOZOoUU8xs5vMbECiyVq3HbgCoguYgTuAQcCV8bdXWfePrxXL3b0aqHf329x9IrAa+KFFF2Zn3bxNKXKh/avtJ0dtPz/lyrYLcd8BubH/0L4jWWr7yQq1/edC229XxjugZjaVaKLXXRaNNoW7/5LoH+Nqonl3drj7Q5nO0hlmNs3MPmlmM4CNwM+BE4H/IDqcvzuwwt2rkszZEjObAlQB1Wa2t7s3uPt7wCXACOBnZjYsyYxpeg4YZGaX+4cXYQP8GzAamJ1MrPaF3P7V9rOC2n4eCn3bhbzvgJzZf2jfkQC1/awRZPsPue13VEavATWz8UQTpJYTbbhqYA1wt7uviO+zEzjc3ZdkLEgnxfl/T5R/HbAL6AecBKxz930TjNemOPsfgB3AWqCSaNvf4+4rzGwfomsSLnL3LcklbV3q9QVmNge4nui08UuBZ4GhwNPASR7Nh5RVQm7/avvJUtvPX6Fvu5D3HRD+/kP7juSo7Scv5PYfctvvjEx3QK8GKt39Xy0a+Ws6MJeoMfwcKCbakDdkLEQXtJB/T2AaMAB4wN2XmFn/+BB/Vmln2//M3TeY2V7Z9g8wlZldQ7Tz/o67b4yXfRn4ErAEGAisdPfLk0vZupDbv9p+stT281fo2y7kfQeEv//QviM5avvJC7n9h9z2OyPTp+AuAoYAuPub7v4A0bnLQ4GL3f2NLN+QzfPfDzxGNJrWafHyrNyR0Pa2vyxens07kTnAKUAj8KiZfQvA3X/h7nsC1xENEf7V5FK2K+T2r7afELX9vBf6tgt53wEB7z+070ic2n6CcqD9h9z2OyzTHdCHgIlmdn3cMPBowtSvAXPMbLcMv35XtZR/MfB1YD8zm5Rgtva0te33N7PJiaZLz9XufhHwZWCumf3NzD4Xr9sPGOUfPbc/24Tc/tX2k6W2n79C33Yh7zsg/P2H9h3JUdtPXsjtP+S232EZnwfUzMYSfeMwHVhP1JvfHbgq/kYiq4WcP+Ts8OFcU/HffYguwj6H6NvE3u4+Jcl86Qj5M1D25Kjt57fQt53yJ0f7jmSFnB1yIn/Q7T/07d8RGe+AAphZITAHOIKoMTxOdFHzXzL+4t0g5PwhZ2+JmQ0murj/c+7+cNJ50hHyZ6Ds2UNtP7+Evu2UP3to39GzQs4O4edvLrT2n2vbvzU90gH9yAua9QIK3L2uR1+4m4ScP+TsTczsLOCz7n5y0lk6I+TPQNmTpbafv0LfdsqfLO07khNydgg/P4Td/nNh+7emxzugIl1h0aTIhe5ennQWkZ6kti8inaF9h+Qztf/spA6oiIiIiIiI9IhMj4IrIiIiIiIiAqgDKiI9xMxmmtm8pHOIiIiEQrVTcpE6oCIdYGYNZrbEzJaZ2Stm9pX4IvG2HjPJzM7sxGsNMLMn4+sXusTMLjKzc7r6PF14/YnAt4En07jvj83sk5lPJSIiPUG1s9Ovr9opOUnXgIp0gJntcvdB8d+jgDuAZ939e2085gjga+5+fAdf62Kieauu7kLk4MSTLd/g7p9KOouIiHSdamfmqXZKSHQEVKST3H0TMB+4xCKTzOxpM1sc/xwS3/VK4PD429//Z2YFZvY/ZrbIzJaa2YWtvMRZwP0QFeL4G917zOwtM7vSzM4ys7+b2atmtkd8v93M7LH4eR+Lvz3FzL5vZl+L//6ymS2P73NXSy9sZt+N871mZgvMzOLlT5jZVfHrvmVmh8fLzzWz+8zsYTN728z+O+W5PmVmf4u3yb1m1vQ/IQfE7+klM3vEogmYcff3geFmNqYLH4+IiGQh1U7VThF1QEW6wN1XEv07GgVsAo5y9/2B04BfxHf7JvC0u892958BFwBl7n4gcCDwRTObnPq8ZtYX2N3d30tZvC9wGbA3cDYwzd3nADcCl8b3uRb4jbvvA9yekiHVN4H94vtc1Mpbu9bdD3T3WcAAIPUb6N7x614OpH57PTt+33sDp5lZiZmNAP4NODLeLi8CXzGzPsA1wCnufgBwM/CjlOdaDBzaSjYREQmYaqdqp+S33kkHEMkBFv/uA1xrZrOBBmBaK/f/FLCPmZ0S3y4GpgLvptxnBLCj2eMWuft6ADNbATwaL38V+ET898FA02TLtwH/zT9aCtxuZn8E/thKxk+Y2deBgcAwYBmwMF53X/z7JWBSymMec/eyON9yYDdgCDADeDb+Irgv8DdgOjAL+HO8vABYn/Jcm4BxrWQTEZHwqXZGVDsl76gDKtIFZrY7UcHcRPSN5kaib1t7AdWtPQy41N0faeOpq4D+zZbVpPzdmHK7kdb/Lbd0kfdxwMeAE4DvmNlM4EFgNNG3rJcAvwRK3X21mX2/WZam121o9rqp+ZrWGfBndz8jNYCZ7Q0sc/eDW8ndn2gbiIhIjlHtVO2U/KZTcEU6ycxGAtcRnXLjRN/Grnf3RqLTfJpG4NsJDE556CPAv8Sn0mBm08ysMPW53X07UGBmzQtpe54DTo//Pgt4plnmXkCJuz8OfJ3oW9ZB7n50fJrTP/NhwdwSX3NyCp33PHComU2JX3+gmU0D3gRGmtnB8fI+cTFvMg14rQuvKyIiWUi1My2qnZLTdARUpGMGmNkSolOG6olO1flpvO6XwO/N7HPA40BFvHwpUG9mrwC3AFcTnX6zOB6gYDNwUguv9ShwGPCXDuT7MnCzmV0RP+95zdYXAL81s2Kib1h/5u4fOV3J3XeY2Q1Epye9ByzqwOt/hLtvNrNzgTvNrF+8+N/c/a34NKpfxFl6Az8HlsX/czGF6BtlEREJn2pnB6h2Sq7TNCwiWcrM9gO+4u5nJ52lJ5nZZ4D93f07SWcREZGwqHaqdkr20ym4IlnK3V8GHrdumEw7ML2BnyQdQkREwqPaKZL9dARUREREREREeoSOgIqIiIiIiEiPUAdUREREREREeoQ6oCIiIiIiItIj1AEVERERERGRHqEOqIiIiIiIiPQIdUBFRERERESkR/x/HHO0Ywnobi4AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 936x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=[13,5])\n",
+    "\n",
+    "plt.subplot(1,2,1)\n",
+    "plt.plot(data.index,data['World'])\n",
+    "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter(\"%m-%Y\"))\n",
+    "plt.setp(plt.gca().get_xticklabels(), rotation=60, ha=\"right\")\n",
+    "plt.ylabel('Contaminations (en nombre de cas dans le monde)')\n",
+    "plt.xlabel('Date (mois-année)')\n",
+    "plt.tight_layout()\n",
+    "plt.grid(axis='x', color='0.95')\n",
+    "plt.grid(axis='y', color='0.95')\n",
+    "plt.title('Contaminations Covid-19 dans le monde (échelle linéaire)')\n",
+    "\n",
+    "plt.subplot(1,2,2)\n",
+    "plt.plot(data.index,data['World'])\n",
+    "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter(\"%m-%Y\"))\n",
+    "plt.setp(plt.gca().get_xticklabels(), rotation=60, ha=\"right\")\n",
+    "plt.ylabel('Contaminations (en nombre de cas dans le monde)')\n",
+    "plt.xlabel('Date (mois-année)')\n",
+    "plt.tight_layout()\n",
+    "plt.yscale('log')\n",
+    "plt.grid(axis='x', color='0.95')\n",
+    "plt.grid(axis='y', color='0.95')\n",
+    "plt.title('Contaminations Covid-19 dans le monde (échelle logarithmique)')\n",
+    "\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Compte tenue des échelles, il peut également être intéressant de regarder ces données avec une échelle log en y."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Question subsidiaire à faire quand on sera sorti du « merdier »\n",
+    "*En janvier 2022, époque à laquelle je fais cet exercice, la pandémie n'est toujours pas terminée mais bon, je suis coincée à la maison alors bon, autant finir l'exo..*\n",
+    "\n",
+    "**Attention : les données que je vais regarder sont celles qui sont disponibles aujourd'hui, et on est loin de la fin de la pandémie alors l'interpretation n'est pas rigoureuse !**\n",
+    "\n",
+    "### Import des données"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Province/State</th>\n",
+       "      <th>Country/Region</th>\n",
+       "      <th>Lat</th>\n",
+       "      <th>Long</th>\n",
+       "      <th>1/22/20</th>\n",
+       "      <th>1/23/20</th>\n",
+       "      <th>1/24/20</th>\n",
+       "      <th>1/25/20</th>\n",
+       "      <th>1/26/20</th>\n",
+       "      <th>1/27/20</th>\n",
+       "      <th>...</th>\n",
+       "      <th>12/27/21</th>\n",
+       "      <th>12/28/21</th>\n",
+       "      <th>12/29/21</th>\n",
+       "      <th>12/30/21</th>\n",
+       "      <th>12/31/21</th>\n",
+       "      <th>1/1/22</th>\n",
+       "      <th>1/2/22</th>\n",
+       "      <th>1/3/22</th>\n",
+       "      <th>1/4/22</th>\n",
+       "      <th>1/5/22</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>33.939110</td>\n",
+       "      <td>67.709953</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7354</td>\n",
+       "      <td>7355</td>\n",
+       "      <td>7356</td>\n",
+       "      <td>7356</td>\n",
+       "      <td>7356</td>\n",
+       "      <td>7356</td>\n",
+       "      <td>7361</td>\n",
+       "      <td>7364</td>\n",
+       "      <td>7365</td>\n",
+       "      <td>7367</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Albania</td>\n",
+       "      <td>41.153300</td>\n",
+       "      <td>20.168300</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3194</td>\n",
+       "      <td>3207</td>\n",
+       "      <td>3212</td>\n",
+       "      <td>3212</td>\n",
+       "      <td>3217</td>\n",
+       "      <td>3217</td>\n",
+       "      <td>3220</td>\n",
+       "      <td>3220</td>\n",
+       "      <td>3224</td>\n",
+       "      <td>3224</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>28.033900</td>\n",
+       "      <td>1.659600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6246</td>\n",
+       "      <td>6254</td>\n",
+       "      <td>6263</td>\n",
+       "      <td>6271</td>\n",
+       "      <td>6276</td>\n",
+       "      <td>6284</td>\n",
+       "      <td>6291</td>\n",
+       "      <td>6298</td>\n",
+       "      <td>6303</td>\n",
+       "      <td>6310</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Andorra</td>\n",
+       "      <td>42.506300</td>\n",
+       "      <td>1.521800</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>139</td>\n",
+       "      <td>140</td>\n",
+       "      <td>140</td>\n",
+       "      <td>140</td>\n",
+       "      <td>140</td>\n",
+       "      <td>140</td>\n",
+       "      <td>140</td>\n",
+       "      <td>140</td>\n",
+       "      <td>141</td>\n",
+       "      <td>141</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>-11.202700</td>\n",
+       "      <td>17.873900</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1749</td>\n",
+       "      <td>1756</td>\n",
+       "      <td>1760</td>\n",
+       "      <td>1764</td>\n",
+       "      <td>1770</td>\n",
+       "      <td>1772</td>\n",
+       "      <td>1772</td>\n",
+       "      <td>1775</td>\n",
+       "      <td>1778</td>\n",
+       "      <td>1789</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Antigua and Barbuda</td>\n",
+       "      <td>17.060800</td>\n",
+       "      <td>-61.796400</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>118</td>\n",
+       "      <td>118</td>\n",
+       "      <td>118</td>\n",
+       "      <td>119</td>\n",
+       "      <td>119</td>\n",
+       "      <td>119</td>\n",
+       "      <td>119</td>\n",
+       "      <td>119</td>\n",
+       "      <td>119</td>\n",
+       "      <td>119</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Argentina</td>\n",
+       "      <td>-38.416100</td>\n",
+       "      <td>-63.616700</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>117066</td>\n",
+       "      <td>117085</td>\n",
+       "      <td>117111</td>\n",
+       "      <td>117146</td>\n",
+       "      <td>117169</td>\n",
+       "      <td>117181</td>\n",
+       "      <td>117204</td>\n",
+       "      <td>117245</td>\n",
+       "      <td>117294</td>\n",
+       "      <td>117346</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Armenia</td>\n",
+       "      <td>40.069100</td>\n",
+       "      <td>45.038200</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7950</td>\n",
+       "      <td>7965</td>\n",
+       "      <td>7970</td>\n",
+       "      <td>7968</td>\n",
+       "      <td>7972</td>\n",
+       "      <td>7975</td>\n",
+       "      <td>7977</td>\n",
+       "      <td>7983</td>\n",
+       "      <td>7986</td>\n",
+       "      <td>7989</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Australian Capital Territory</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-35.473500</td>\n",
+       "      <td>149.012400</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15</td>\n",
+       "      <td>15</td>\n",
+       "      <td>15</td>\n",
+       "      <td>15</td>\n",
+       "      <td>15</td>\n",
+       "      <td>15</td>\n",
+       "      <td>15</td>\n",
+       "      <td>15</td>\n",
+       "      <td>15</td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>New South Wales</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-33.868800</td>\n",
+       "      <td>151.209300</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>653</td>\n",
+       "      <td>656</td>\n",
+       "      <td>657</td>\n",
+       "      <td>663</td>\n",
+       "      <td>663</td>\n",
+       "      <td>669</td>\n",
+       "      <td>673</td>\n",
+       "      <td>675</td>\n",
+       "      <td>684</td>\n",
+       "      <td>689</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Northern Territory</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-12.463400</td>\n",
+       "      <td>130.845600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Queensland</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-27.469800</td>\n",
+       "      <td>153.025100</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>South Australia</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-34.928500</td>\n",
+       "      <td>138.600700</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
+       "      <td>8</td>\n",
+       "      <td>8</td>\n",
+       "      <td>8</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Tasmania</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-42.882100</td>\n",
+       "      <td>147.327200</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Victoria</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-37.813600</td>\n",
+       "      <td>144.963100</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1499</td>\n",
+       "      <td>1504</td>\n",
+       "      <td>1517</td>\n",
+       "      <td>1525</td>\n",
+       "      <td>1534</td>\n",
+       "      <td>1537</td>\n",
+       "      <td>1540</td>\n",
+       "      <td>1542</td>\n",
+       "      <td>1553</td>\n",
+       "      <td>1559</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Western Australia</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>-31.950500</td>\n",
+       "      <td>115.860500</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Austria</td>\n",
+       "      <td>47.516200</td>\n",
+       "      <td>14.550100</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13650</td>\n",
+       "      <td>13672</td>\n",
+       "      <td>13689</td>\n",
+       "      <td>13701</td>\n",
+       "      <td>13733</td>\n",
+       "      <td>13749</td>\n",
+       "      <td>13752</td>\n",
+       "      <td>13759</td>\n",
+       "      <td>13784</td>\n",
+       "      <td>13802</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Azerbaijan</td>\n",
+       "      <td>40.143100</td>\n",
+       "      <td>47.576900</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8308</td>\n",
+       "      <td>8324</td>\n",
+       "      <td>8332</td>\n",
+       "      <td>8346</td>\n",
+       "      <td>8358</td>\n",
+       "      <td>8365</td>\n",
+       "      <td>8375</td>\n",
+       "      <td>8383</td>\n",
+       "      <td>8398</td>\n",
+       "      <td>8409</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bahamas</td>\n",
+       "      <td>25.025885</td>\n",
+       "      <td>-78.035889</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>713</td>\n",
+       "      <td>713</td>\n",
+       "      <td>713</td>\n",
+       "      <td>716</td>\n",
+       "      <td>717</td>\n",
+       "      <td>717</td>\n",
+       "      <td>717</td>\n",
+       "      <td>717</td>\n",
+       "      <td>717</td>\n",
+       "      <td>717</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bahrain</td>\n",
+       "      <td>26.027500</td>\n",
+       "      <td>50.550000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1394</td>\n",
+       "      <td>1394</td>\n",
+       "      <td>1394</td>\n",
+       "      <td>1394</td>\n",
+       "      <td>1394</td>\n",
+       "      <td>1394</td>\n",
+       "      <td>1395</td>\n",
+       "      <td>1395</td>\n",
+       "      <td>1395</td>\n",
+       "      <td>1395</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bangladesh</td>\n",
+       "      <td>23.685000</td>\n",
+       "      <td>90.356300</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28061</td>\n",
+       "      <td>28062</td>\n",
+       "      <td>28063</td>\n",
+       "      <td>28070</td>\n",
+       "      <td>28072</td>\n",
+       "      <td>28076</td>\n",
+       "      <td>28077</td>\n",
+       "      <td>28081</td>\n",
+       "      <td>28087</td>\n",
+       "      <td>28090</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Barbados</td>\n",
+       "      <td>13.193900</td>\n",
+       "      <td>-59.543200</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>260</td>\n",
+       "      <td>260</td>\n",
+       "      <td>260</td>\n",
+       "      <td>260</td>\n",
+       "      <td>260</td>\n",
+       "      <td>262</td>\n",
+       "      <td>262</td>\n",
+       "      <td>262</td>\n",
+       "      <td>263</td>\n",
+       "      <td>263</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Belarus</td>\n",
+       "      <td>53.709800</td>\n",
+       "      <td>27.953400</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5512</td>\n",
+       "      <td>5528</td>\n",
+       "      <td>5543</td>\n",
+       "      <td>5561</td>\n",
+       "      <td>5578</td>\n",
+       "      <td>5594</td>\n",
+       "      <td>5609</td>\n",
+       "      <td>5624</td>\n",
+       "      <td>5638</td>\n",
+       "      <td>5653</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Belgium</td>\n",
+       "      <td>50.833300</td>\n",
+       "      <td>4.469936</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28218</td>\n",
+       "      <td>28250</td>\n",
+       "      <td>28267</td>\n",
+       "      <td>28308</td>\n",
+       "      <td>28331</td>\n",
+       "      <td>28331</td>\n",
+       "      <td>28331</td>\n",
+       "      <td>28385</td>\n",
+       "      <td>28407</td>\n",
+       "      <td>28429</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Belize</td>\n",
+       "      <td>17.189900</td>\n",
+       "      <td>-88.497600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>592</td>\n",
+       "      <td>597</td>\n",
+       "      <td>597</td>\n",
+       "      <td>598</td>\n",
+       "      <td>602</td>\n",
+       "      <td>602</td>\n",
+       "      <td>602</td>\n",
+       "      <td>605</td>\n",
+       "      <td>605</td>\n",
+       "      <td>605</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Benin</td>\n",
+       "      <td>9.307700</td>\n",
+       "      <td>2.315800</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>161</td>\n",
+       "      <td>161</td>\n",
+       "      <td>161</td>\n",
+       "      <td>161</td>\n",
+       "      <td>161</td>\n",
+       "      <td>161</td>\n",
+       "      <td>161</td>\n",
+       "      <td>161</td>\n",
+       "      <td>161</td>\n",
+       "      <td>161</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bhutan</td>\n",
+       "      <td>27.514200</td>\n",
+       "      <td>90.433600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bolivia</td>\n",
+       "      <td>-16.290200</td>\n",
+       "      <td>-63.588700</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>19554</td>\n",
+       "      <td>19576</td>\n",
+       "      <td>19622</td>\n",
+       "      <td>19650</td>\n",
+       "      <td>19680</td>\n",
+       "      <td>19680</td>\n",
+       "      <td>19722</td>\n",
+       "      <td>19763</td>\n",
+       "      <td>19763</td>\n",
+       "      <td>19810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bosnia and Herzegovina</td>\n",
+       "      <td>43.915900</td>\n",
+       "      <td>17.679100</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13325</td>\n",
+       "      <td>13365</td>\n",
+       "      <td>13397</td>\n",
+       "      <td>13428</td>\n",
+       "      <td>13442</td>\n",
+       "      <td>13442</td>\n",
+       "      <td>13442</td>\n",
+       "      <td>13442</td>\n",
+       "      <td>13517</td>\n",
+       "      <td>13547</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Botswana</td>\n",
+       "      <td>-22.328500</td>\n",
+       "      <td>24.684900</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2439</td>\n",
+       "      <td>2439</td>\n",
+       "      <td>2439</td>\n",
+       "      <td>2444</td>\n",
+       "      <td>2444</td>\n",
+       "      <td>2444</td>\n",
+       "      <td>2444</td>\n",
+       "      <td>2452</td>\n",
+       "      <td>2452</td>\n",
+       "      <td>2452</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>250</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Togo</td>\n",
+       "      <td>8.619500</td>\n",
+       "      <td>0.824800</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>246</td>\n",
+       "      <td>246</td>\n",
+       "      <td>246</td>\n",
+       "      <td>246</td>\n",
+       "      <td>248</td>\n",
+       "      <td>248</td>\n",
+       "      <td>248</td>\n",
+       "      <td>250</td>\n",
+       "      <td>251</td>\n",
+       "      <td>251</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>251</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Tonga</td>\n",
+       "      <td>-21.179000</td>\n",
+       "      <td>-175.198200</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>252</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Trinidad and Tobago</td>\n",
+       "      <td>10.691800</td>\n",
+       "      <td>-61.222500</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2793</td>\n",
+       "      <td>2809</td>\n",
+       "      <td>2825</td>\n",
+       "      <td>2850</td>\n",
+       "      <td>2869</td>\n",
+       "      <td>2883</td>\n",
+       "      <td>2914</td>\n",
+       "      <td>2936</td>\n",
+       "      <td>2951</td>\n",
+       "      <td>2973</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>253</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Tunisia</td>\n",
+       "      <td>33.886917</td>\n",
+       "      <td>9.537499</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>25538</td>\n",
+       "      <td>25548</td>\n",
+       "      <td>25548</td>\n",
+       "      <td>25556</td>\n",
+       "      <td>25569</td>\n",
+       "      <td>25576</td>\n",
+       "      <td>25586</td>\n",
+       "      <td>25588</td>\n",
+       "      <td>25606</td>\n",
+       "      <td>25617</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>254</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Turkey</td>\n",
+       "      <td>38.963700</td>\n",
+       "      <td>35.243300</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>81733</td>\n",
+       "      <td>81917</td>\n",
+       "      <td>81917</td>\n",
+       "      <td>82198</td>\n",
+       "      <td>82361</td>\n",
+       "      <td>82506</td>\n",
+       "      <td>82635</td>\n",
+       "      <td>82795</td>\n",
+       "      <td>82932</td>\n",
+       "      <td>83075</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>255</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>US</td>\n",
+       "      <td>40.000000</td>\n",
+       "      <td>-100.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>819096</td>\n",
+       "      <td>821375</td>\n",
+       "      <td>823559</td>\n",
+       "      <td>824966</td>\n",
+       "      <td>825549</td>\n",
+       "      <td>825816</td>\n",
+       "      <td>826060</td>\n",
+       "      <td>827748</td>\n",
+       "      <td>830132</td>\n",
+       "      <td>832118</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>256</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Uganda</td>\n",
+       "      <td>1.373333</td>\n",
+       "      <td>32.290275</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3280</td>\n",
+       "      <td>3285</td>\n",
+       "      <td>3287</td>\n",
+       "      <td>3291</td>\n",
+       "      <td>3294</td>\n",
+       "      <td>3297</td>\n",
+       "      <td>3302</td>\n",
+       "      <td>3306</td>\n",
+       "      <td>3312</td>\n",
+       "      <td>3313</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>257</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>48.379400</td>\n",
+       "      <td>31.165600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>101049</td>\n",
+       "      <td>101212</td>\n",
+       "      <td>101548</td>\n",
+       "      <td>101847</td>\n",
+       "      <td>102088</td>\n",
+       "      <td>102300</td>\n",
+       "      <td>102421</td>\n",
+       "      <td>102558</td>\n",
+       "      <td>102717</td>\n",
+       "      <td>103014</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>258</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>United Arab Emirates</td>\n",
+       "      <td>23.424076</td>\n",
+       "      <td>53.847818</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2159</td>\n",
+       "      <td>2160</td>\n",
+       "      <td>2160</td>\n",
+       "      <td>2162</td>\n",
+       "      <td>2164</td>\n",
+       "      <td>2165</td>\n",
+       "      <td>2168</td>\n",
+       "      <td>2169</td>\n",
+       "      <td>2170</td>\n",
+       "      <td>2170</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>259</th>\n",
+       "      <td>Anguilla</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>18.220600</td>\n",
+       "      <td>-63.068600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>260</th>\n",
+       "      <td>Bermuda</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>32.307800</td>\n",
+       "      <td>-64.750500</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>106</td>\n",
+       "      <td>106</td>\n",
+       "      <td>106</td>\n",
+       "      <td>110</td>\n",
+       "      <td>110</td>\n",
+       "      <td>110</td>\n",
+       "      <td>110</td>\n",
+       "      <td>110</td>\n",
+       "      <td>110</td>\n",
+       "      <td>110</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>261</th>\n",
+       "      <td>British Virgin Islands</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>18.420700</td>\n",
+       "      <td>-64.640000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>39</td>\n",
+       "      <td>39</td>\n",
+       "      <td>39</td>\n",
+       "      <td>39</td>\n",
+       "      <td>39</td>\n",
+       "      <td>39</td>\n",
+       "      <td>39</td>\n",
+       "      <td>40</td>\n",
+       "      <td>40</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>262</th>\n",
+       "      <td>Cayman Islands</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>19.313300</td>\n",
+       "      <td>-81.254600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>12</td>\n",
+       "      <td>12</td>\n",
+       "      <td>12</td>\n",
+       "      <td>12</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>263</th>\n",
+       "      <td>Channel Islands</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>49.372300</td>\n",
+       "      <td>-2.364400</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>112</td>\n",
+       "      <td>112</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>114</td>\n",
+       "      <td>115</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>264</th>\n",
+       "      <td>Falkland Islands (Malvinas)</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>-51.796300</td>\n",
+       "      <td>-59.523600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>265</th>\n",
+       "      <td>Gibraltar</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>36.140800</td>\n",
+       "      <td>-5.353600</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>100</td>\n",
+       "      <td>100</td>\n",
+       "      <td>100</td>\n",
+       "      <td>100</td>\n",
+       "      <td>100</td>\n",
+       "      <td>100</td>\n",
+       "      <td>100</td>\n",
+       "      <td>100</td>\n",
+       "      <td>100</td>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>266</th>\n",
+       "      <td>Isle of Man</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>54.236100</td>\n",
+       "      <td>-4.548100</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>67</td>\n",
+       "      <td>67</td>\n",
+       "      <td>67</td>\n",
+       "      <td>67</td>\n",
+       "      <td>67</td>\n",
+       "      <td>67</td>\n",
+       "      <td>67</td>\n",
+       "      <td>67</td>\n",
+       "      <td>67</td>\n",
+       "      <td>67</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>267</th>\n",
+       "      <td>Montserrat</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>16.742498</td>\n",
+       "      <td>-62.187366</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>268</th>\n",
+       "      <td>Saint Helena, Ascension and Tristan da Cunha</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>-7.946700</td>\n",
+       "      <td>-14.355900</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>269</th>\n",
+       "      <td>Turks and Caicos Islands</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>21.694000</td>\n",
+       "      <td>-71.797900</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>270</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>55.378100</td>\n",
+       "      <td>-3.436000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>148013</td>\n",
+       "      <td>148032</td>\n",
+       "      <td>148089</td>\n",
+       "      <td>148421</td>\n",
+       "      <td>148624</td>\n",
+       "      <td>148778</td>\n",
+       "      <td>148851</td>\n",
+       "      <td>148893</td>\n",
+       "      <td>148941</td>\n",
+       "      <td>149284</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>271</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Uruguay</td>\n",
+       "      <td>-32.522800</td>\n",
+       "      <td>-55.765800</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6165</td>\n",
+       "      <td>6167</td>\n",
+       "      <td>6168</td>\n",
+       "      <td>6169</td>\n",
+       "      <td>6170</td>\n",
+       "      <td>6172</td>\n",
+       "      <td>6175</td>\n",
+       "      <td>6177</td>\n",
+       "      <td>6180</td>\n",
+       "      <td>6181</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>272</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Uzbekistan</td>\n",
+       "      <td>41.377491</td>\n",
+       "      <td>64.585262</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1481</td>\n",
+       "      <td>1484</td>\n",
+       "      <td>1485</td>\n",
+       "      <td>1485</td>\n",
+       "      <td>1485</td>\n",
+       "      <td>1485</td>\n",
+       "      <td>1485</td>\n",
+       "      <td>1485</td>\n",
+       "      <td>1485</td>\n",
+       "      <td>1485</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>273</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Vanuatu</td>\n",
+       "      <td>-15.376700</td>\n",
+       "      <td>166.959200</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>274</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Venezuela</td>\n",
+       "      <td>6.423800</td>\n",
+       "      <td>-66.589700</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5314</td>\n",
+       "      <td>5319</td>\n",
+       "      <td>5319</td>\n",
+       "      <td>5324</td>\n",
+       "      <td>5328</td>\n",
+       "      <td>5331</td>\n",
+       "      <td>5333</td>\n",
+       "      <td>5335</td>\n",
+       "      <td>5337</td>\n",
+       "      <td>5341</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>275</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Vietnam</td>\n",
+       "      <td>14.058324</td>\n",
+       "      <td>108.277199</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>31418</td>\n",
+       "      <td>31632</td>\n",
+       "      <td>31877</td>\n",
+       "      <td>32168</td>\n",
+       "      <td>32394</td>\n",
+       "      <td>32610</td>\n",
+       "      <td>32831</td>\n",
+       "      <td>33021</td>\n",
+       "      <td>33245</td>\n",
+       "      <td>33475</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>276</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>West Bank and Gaza</td>\n",
+       "      <td>31.952200</td>\n",
+       "      <td>35.233200</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4907</td>\n",
+       "      <td>4912</td>\n",
+       "      <td>4919</td>\n",
+       "      <td>4919</td>\n",
+       "      <td>4919</td>\n",
+       "      <td>4919</td>\n",
+       "      <td>4919</td>\n",
+       "      <td>4919</td>\n",
+       "      <td>4947</td>\n",
+       "      <td>4954</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>277</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yemen</td>\n",
+       "      <td>15.552727</td>\n",
+       "      <td>48.516388</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1984</td>\n",
+       "      <td>1984</td>\n",
+       "      <td>1984</td>\n",
+       "      <td>1984</td>\n",
+       "      <td>1984</td>\n",
+       "      <td>1984</td>\n",
+       "      <td>1984</td>\n",
+       "      <td>1984</td>\n",
+       "      <td>1984</td>\n",
+       "      <td>1985</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>278</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Zambia</td>\n",
+       "      <td>-13.133897</td>\n",
+       "      <td>27.849332</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3709</td>\n",
+       "      <td>3716</td>\n",
+       "      <td>3726</td>\n",
+       "      <td>3730</td>\n",
+       "      <td>3734</td>\n",
+       "      <td>3740</td>\n",
+       "      <td>3743</td>\n",
+       "      <td>3753</td>\n",
+       "      <td>3762</td>\n",
+       "      <td>3772</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>279</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Zimbabwe</td>\n",
+       "      <td>-19.015438</td>\n",
+       "      <td>29.154857</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4908</td>\n",
+       "      <td>4940</td>\n",
+       "      <td>4940</td>\n",
+       "      <td>4997</td>\n",
+       "      <td>5004</td>\n",
+       "      <td>5017</td>\n",
+       "      <td>5017</td>\n",
+       "      <td>5047</td>\n",
+       "      <td>5078</td>\n",
+       "      <td>5092</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>280 rows × 719 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                   Province/State          Country/Region  \\\n",
+       "0                                             NaN             Afghanistan   \n",
+       "1                                             NaN                 Albania   \n",
+       "2                                             NaN                 Algeria   \n",
+       "3                                             NaN                 Andorra   \n",
+       "4                                             NaN                  Angola   \n",
+       "5                                             NaN     Antigua and Barbuda   \n",
+       "6                                             NaN               Argentina   \n",
+       "7                                             NaN                 Armenia   \n",
+       "8                    Australian Capital Territory               Australia   \n",
+       "9                                 New South Wales               Australia   \n",
+       "10                             Northern Territory               Australia   \n",
+       "11                                     Queensland               Australia   \n",
+       "12                                South Australia               Australia   \n",
+       "13                                       Tasmania               Australia   \n",
+       "14                                       Victoria               Australia   \n",
+       "15                              Western Australia               Australia   \n",
+       "16                                            NaN                 Austria   \n",
+       "17                                            NaN              Azerbaijan   \n",
+       "18                                            NaN                 Bahamas   \n",
+       "19                                            NaN                 Bahrain   \n",
+       "20                                            NaN              Bangladesh   \n",
+       "21                                            NaN                Barbados   \n",
+       "22                                            NaN                 Belarus   \n",
+       "23                                            NaN                 Belgium   \n",
+       "24                                            NaN                  Belize   \n",
+       "25                                            NaN                   Benin   \n",
+       "26                                            NaN                  Bhutan   \n",
+       "27                                            NaN                 Bolivia   \n",
+       "28                                            NaN  Bosnia and Herzegovina   \n",
+       "29                                            NaN                Botswana   \n",
+       "..                                            ...                     ...   \n",
+       "250                                           NaN                    Togo   \n",
+       "251                                           NaN                   Tonga   \n",
+       "252                                           NaN     Trinidad and Tobago   \n",
+       "253                                           NaN                 Tunisia   \n",
+       "254                                           NaN                  Turkey   \n",
+       "255                                           NaN                      US   \n",
+       "256                                           NaN                  Uganda   \n",
+       "257                                           NaN                 Ukraine   \n",
+       "258                                           NaN    United Arab Emirates   \n",
+       "259                                      Anguilla          United Kingdom   \n",
+       "260                                       Bermuda          United Kingdom   \n",
+       "261                        British Virgin Islands          United Kingdom   \n",
+       "262                                Cayman Islands          United Kingdom   \n",
+       "263                               Channel Islands          United Kingdom   \n",
+       "264                   Falkland Islands (Malvinas)          United Kingdom   \n",
+       "265                                     Gibraltar          United Kingdom   \n",
+       "266                                   Isle of Man          United Kingdom   \n",
+       "267                                    Montserrat          United Kingdom   \n",
+       "268  Saint Helena, Ascension and Tristan da Cunha          United Kingdom   \n",
+       "269                      Turks and Caicos Islands          United Kingdom   \n",
+       "270                                           NaN          United Kingdom   \n",
+       "271                                           NaN                 Uruguay   \n",
+       "272                                           NaN              Uzbekistan   \n",
+       "273                                           NaN                 Vanuatu   \n",
+       "274                                           NaN               Venezuela   \n",
+       "275                                           NaN                 Vietnam   \n",
+       "276                                           NaN      West Bank and Gaza   \n",
+       "277                                           NaN                   Yemen   \n",
+       "278                                           NaN                  Zambia   \n",
+       "279                                           NaN                Zimbabwe   \n",
+       "\n",
+       "           Lat        Long  1/22/20  1/23/20  1/24/20  1/25/20  1/26/20  \\\n",
+       "0    33.939110   67.709953        0        0        0        0        0   \n",
+       "1    41.153300   20.168300        0        0        0        0        0   \n",
+       "2    28.033900    1.659600        0        0        0        0        0   \n",
+       "3    42.506300    1.521800        0        0        0        0        0   \n",
+       "4   -11.202700   17.873900        0        0        0        0        0   \n",
+       "5    17.060800  -61.796400        0        0        0        0        0   \n",
+       "6   -38.416100  -63.616700        0        0        0        0        0   \n",
+       "7    40.069100   45.038200        0        0        0        0        0   \n",
+       "8   -35.473500  149.012400        0        0        0        0        0   \n",
+       "9   -33.868800  151.209300        0        0        0        0        0   \n",
+       "10  -12.463400  130.845600        0        0        0        0        0   \n",
+       "11  -27.469800  153.025100        0        0        0        0        0   \n",
+       "12  -34.928500  138.600700        0        0        0        0        0   \n",
+       "13  -42.882100  147.327200        0        0        0        0        0   \n",
+       "14  -37.813600  144.963100        0        0        0        0        0   \n",
+       "15  -31.950500  115.860500        0        0        0        0        0   \n",
+       "16   47.516200   14.550100        0        0        0        0        0   \n",
+       "17   40.143100   47.576900        0        0        0        0        0   \n",
+       "18   25.025885  -78.035889        0        0        0        0        0   \n",
+       "19   26.027500   50.550000        0        0        0        0        0   \n",
+       "20   23.685000   90.356300        0        0        0        0        0   \n",
+       "21   13.193900  -59.543200        0        0        0        0        0   \n",
+       "22   53.709800   27.953400        0        0        0        0        0   \n",
+       "23   50.833300    4.469936        0        0        0        0        0   \n",
+       "24   17.189900  -88.497600        0        0        0        0        0   \n",
+       "25    9.307700    2.315800        0        0        0        0        0   \n",
+       "26   27.514200   90.433600        0        0        0        0        0   \n",
+       "27  -16.290200  -63.588700        0        0        0        0        0   \n",
+       "28   43.915900   17.679100        0        0        0        0        0   \n",
+       "29  -22.328500   24.684900        0        0        0        0        0   \n",
+       "..         ...         ...      ...      ...      ...      ...      ...   \n",
+       "250   8.619500    0.824800        0        0        0        0        0   \n",
+       "251 -21.179000 -175.198200        0        0        0        0        0   \n",
+       "252  10.691800  -61.222500        0        0        0        0        0   \n",
+       "253  33.886917    9.537499        0        0        0        0        0   \n",
+       "254  38.963700   35.243300        0        0        0        0        0   \n",
+       "255  40.000000 -100.000000        0        0        0        0        0   \n",
+       "256   1.373333   32.290275        0        0        0        0        0   \n",
+       "257  48.379400   31.165600        0        0        0        0        0   \n",
+       "258  23.424076   53.847818        0        0        0        0        0   \n",
+       "259  18.220600  -63.068600        0        0        0        0        0   \n",
+       "260  32.307800  -64.750500        0        0        0        0        0   \n",
+       "261  18.420700  -64.640000        0        0        0        0        0   \n",
+       "262  19.313300  -81.254600        0        0        0        0        0   \n",
+       "263  49.372300   -2.364400        0        0        0        0        0   \n",
+       "264 -51.796300  -59.523600        0        0        0        0        0   \n",
+       "265  36.140800   -5.353600        0        0        0        0        0   \n",
+       "266  54.236100   -4.548100        0        0        0        0        0   \n",
+       "267  16.742498  -62.187366        0        0        0        0        0   \n",
+       "268  -7.946700  -14.355900        0        0        0        0        0   \n",
+       "269  21.694000  -71.797900        0        0        0        0        0   \n",
+       "270  55.378100   -3.436000        0        0        0        0        0   \n",
+       "271 -32.522800  -55.765800        0        0        0        0        0   \n",
+       "272  41.377491   64.585262        0        0        0        0        0   \n",
+       "273 -15.376700  166.959200        0        0        0        0        0   \n",
+       "274   6.423800  -66.589700        0        0        0        0        0   \n",
+       "275  14.058324  108.277199        0        0        0        0        0   \n",
+       "276  31.952200   35.233200        0        0        0        0        0   \n",
+       "277  15.552727   48.516388        0        0        0        0        0   \n",
+       "278 -13.133897   27.849332        0        0        0        0        0   \n",
+       "279 -19.015438   29.154857        0        0        0        0        0   \n",
+       "\n",
+       "     1/27/20   ...    12/27/21  12/28/21  12/29/21  12/30/21  12/31/21  \\\n",
+       "0          0   ...        7354      7355      7356      7356      7356   \n",
+       "1          0   ...        3194      3207      3212      3212      3217   \n",
+       "2          0   ...        6246      6254      6263      6271      6276   \n",
+       "3          0   ...         139       140       140       140       140   \n",
+       "4          0   ...        1749      1756      1760      1764      1770   \n",
+       "5          0   ...         118       118       118       119       119   \n",
+       "6          0   ...      117066    117085    117111    117146    117169   \n",
+       "7          0   ...        7950      7965      7970      7968      7972   \n",
+       "8          0   ...          15        15        15        15        15   \n",
+       "9          0   ...         653       656       657       663       663   \n",
+       "10         0   ...           1         1         1         1         1   \n",
+       "11         0   ...           7         7         7         7         7   \n",
+       "12         0   ...           5         5         5         6         6   \n",
+       "13         0   ...          13        13        13        13        13   \n",
+       "14         0   ...        1499      1504      1517      1525      1534   \n",
+       "15         0   ...           9         9         9         9         9   \n",
+       "16         0   ...       13650     13672     13689     13701     13733   \n",
+       "17         0   ...        8308      8324      8332      8346      8358   \n",
+       "18         0   ...         713       713       713       716       717   \n",
+       "19         0   ...        1394      1394      1394      1394      1394   \n",
+       "20         0   ...       28061     28062     28063     28070     28072   \n",
+       "21         0   ...         260       260       260       260       260   \n",
+       "22         0   ...        5512      5528      5543      5561      5578   \n",
+       "23         0   ...       28218     28250     28267     28308     28331   \n",
+       "24         0   ...         592       597       597       598       602   \n",
+       "25         0   ...         161       161       161       161       161   \n",
+       "26         0   ...           3         3         3         3         3   \n",
+       "27         0   ...       19554     19576     19622     19650     19680   \n",
+       "28         0   ...       13325     13365     13397     13428     13442   \n",
+       "29         0   ...        2439      2439      2439      2444      2444   \n",
+       "..       ...   ...         ...       ...       ...       ...       ...   \n",
+       "250        0   ...         246       246       246       246       248   \n",
+       "251        0   ...           0         0         0         0         0   \n",
+       "252        0   ...        2793      2809      2825      2850      2869   \n",
+       "253        0   ...       25538     25548     25548     25556     25569   \n",
+       "254        0   ...       81733     81917     81917     82198     82361   \n",
+       "255        0   ...      819096    821375    823559    824966    825549   \n",
+       "256        0   ...        3280      3285      3287      3291      3294   \n",
+       "257        0   ...      101049    101212    101548    101847    102088   \n",
+       "258        0   ...        2159      2160      2160      2162      2164   \n",
+       "259        0   ...           5         5         5         5         5   \n",
+       "260        0   ...         106       106       106       110       110   \n",
+       "261        0   ...          39        39        39        39        39   \n",
+       "262        0   ...          11        11        11        11        11   \n",
+       "263        0   ...         112       112       113       113       113   \n",
+       "264        0   ...           0         0         0         0         0   \n",
+       "265        0   ...         100       100       100       100       100   \n",
+       "266        0   ...          67        67        67        67        67   \n",
+       "267        0   ...           1         1         1         1         1   \n",
+       "268        0   ...           0         0         0         0         0   \n",
+       "269        0   ...          26        26        26        26        26   \n",
+       "270        0   ...      148013    148032    148089    148421    148624   \n",
+       "271        0   ...        6165      6167      6168      6169      6170   \n",
+       "272        0   ...        1481      1484      1485      1485      1485   \n",
+       "273        0   ...           1         1         1         1         1   \n",
+       "274        0   ...        5314      5319      5319      5324      5328   \n",
+       "275        0   ...       31418     31632     31877     32168     32394   \n",
+       "276        0   ...        4907      4912      4919      4919      4919   \n",
+       "277        0   ...        1984      1984      1984      1984      1984   \n",
+       "278        0   ...        3709      3716      3726      3730      3734   \n",
+       "279        0   ...        4908      4940      4940      4997      5004   \n",
+       "\n",
+       "     1/1/22  1/2/22  1/3/22  1/4/22  1/5/22  \n",
+       "0      7356    7361    7364    7365    7367  \n",
+       "1      3217    3220    3220    3224    3224  \n",
+       "2      6284    6291    6298    6303    6310  \n",
+       "3       140     140     140     141     141  \n",
+       "4      1772    1772    1775    1778    1789  \n",
+       "5       119     119     119     119     119  \n",
+       "6    117181  117204  117245  117294  117346  \n",
+       "7      7975    7977    7983    7986    7989  \n",
+       "8        15      15      15      15      15  \n",
+       "9       669     673     675     684     689  \n",
+       "10        1       1       1       1       1  \n",
+       "11        7       7       7       7       8  \n",
+       "12        6       8       8       8       8  \n",
+       "13       13      13      13      13      13  \n",
+       "14     1537    1540    1542    1553    1559  \n",
+       "15        9       9       9       9       9  \n",
+       "16    13749   13752   13759   13784   13802  \n",
+       "17     8365    8375    8383    8398    8409  \n",
+       "18      717     717     717     717     717  \n",
+       "19     1394    1395    1395    1395    1395  \n",
+       "20    28076   28077   28081   28087   28090  \n",
+       "21      262     262     262     263     263  \n",
+       "22     5594    5609    5624    5638    5653  \n",
+       "23    28331   28331   28385   28407   28429  \n",
+       "24      602     602     605     605     605  \n",
+       "25      161     161     161     161     161  \n",
+       "26        3       3       3       3       3  \n",
+       "27    19680   19722   19763   19763   19810  \n",
+       "28    13442   13442   13442   13517   13547  \n",
+       "29     2444    2444    2452    2452    2452  \n",
+       "..      ...     ...     ...     ...     ...  \n",
+       "250     248     248     250     251     251  \n",
+       "251       0       0       0       0       0  \n",
+       "252    2883    2914    2936    2951    2973  \n",
+       "253   25576   25586   25588   25606   25617  \n",
+       "254   82506   82635   82795   82932   83075  \n",
+       "255  825816  826060  827748  830132  832118  \n",
+       "256    3297    3302    3306    3312    3313  \n",
+       "257  102300  102421  102558  102717  103014  \n",
+       "258    2165    2168    2169    2170    2170  \n",
+       "259       5       5       5       6       6  \n",
+       "260     110     110     110     110     110  \n",
+       "261      39      39      40      40      40  \n",
+       "262      12      12      12      12      12  \n",
+       "263     113     113     113     114     115  \n",
+       "264       0       0       0       0       0  \n",
+       "265     100     100     100     100     100  \n",
+       "266      67      67      67      67      67  \n",
+       "267       1       1       1       1       1  \n",
+       "268       0       0       0       0       0  \n",
+       "269      26      26      26      26      26  \n",
+       "270  148778  148851  148893  148941  149284  \n",
+       "271    6172    6175    6177    6180    6181  \n",
+       "272    1485    1485    1485    1485    1485  \n",
+       "273       1       1       1       1       1  \n",
+       "274    5331    5333    5335    5337    5341  \n",
+       "275   32610   32831   33021   33245   33475  \n",
+       "276    4919    4919    4919    4947    4954  \n",
+       "277    1984    1984    1984    1984    1985  \n",
+       "278    3740    3743    3753    3762    3772  \n",
+       "279    5017    5017    5047    5078    5092  \n",
+       "\n",
+       "[280 rows x 719 columns]"
+      ]
+     },
+     "execution_count": 75,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_url2 = 'https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv'\n",
+    "data_file2 = \"covid_deces_series.csv\"\n",
+    "\n",
+    "if not os.path.exists(data_file2):\n",
+    "    urllib.request.urlretrieve(data_url2, data_file2)\n",
+    "\n",
+    "raw_dead_data = pd.read_csv(data_url2, skiprows=0)\n",
+    "raw_dead_data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Les données ont la même structure que celles des contaminations, on peut donc ranger le df de la même manière.\n",
+    "### Traitement des données de décès"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dead_data = raw_dead_data.transpose()[4:]\n",
+    "dead_data = dead_data.rename(columns = columns_names)\n",
+    "dead_data = dead_data.reset_index()\n",
+    "dead_data.rename(columns={'index': 'Date'}, inplace=True)\n",
+    "dead_data['Date'] = [convert_dates(mdy) for mdy in dead_data['Date']]\n",
+    "dead_data['Date'] = [dt.strptime(dstr,'%d-%m-%Y') for dstr in dead_data['Date']]\n",
+    "dead_data = dead_data.set_index('Date')\n",
+    "dead_data['World'] = dead_data.sum(axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 936x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=[13,5])\n",
+    "\n",
+    "plt.subplot(1,2,1)\n",
+    "plt.plot(data.index,data['World'])\n",
+    "plt.plot(dead_data.index,dead_data['World'])\n",
+    "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter(\"%m-%Y\"))\n",
+    "plt.setp(plt.gca().get_xticklabels(), rotation=60, ha=\"right\")\n",
+    "plt.ylabel('Contaminations (en nombre de cas dans le monde)')\n",
+    "plt.xlabel('Date (mois-année)')\n",
+    "plt.tight_layout()\n",
+    "plt.grid(axis='x', color='0.95')\n",
+    "plt.grid(axis='y', color='0.95')\n",
+    "plt.legend(['Contaminations','Décès'])\n",
+    "plt.title('Contaminations Covid-19 dans le monde (échelle linéaire)')\n",
+    "\n",
+    "plt.subplot(1,2,2)\n",
+    "plt.plot(data.index,data['World'])\n",
+    "plt.plot(dead_data.index,dead_data['World'])\n",
+    "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter(\"%m-%Y\"))\n",
+    "plt.setp(plt.gca().get_xticklabels(), rotation=60, ha=\"right\")\n",
+    "plt.ylabel('Contaminations (en nombre de cas dans le monde)')\n",
+    "plt.xlabel('Date (mois-année)')\n",
+    "plt.tight_layout()\n",
+    "plt.yscale('log')\n",
+    "plt.grid(axis='x', color='0.95')\n",
+    "plt.grid(axis='y', color='0.95')\n",
+    "plt.legend(['Contaminations','Décès'])\n",
+    "plt.title('Contaminations Covid-19 dans le monde (échelle logarithmique)')\n",
+    "\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "En regardant les courbes en échelle logarithmique, je me suis fait la remarque que l'écart entre les courbes de contamination et de décès semble augmenter avec le temps. On va regarder ça dans le graphe suivant : "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ecart = pd.DataFrame((data['World'] - dead_data['World'])/dead_data['World'])\n",
+    "\n",
+    "plt.plot(ecart.index,ecart['World'])\n",
+    "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter(\"%m-%Y\"))\n",
+    "plt.setp(plt.gca().get_xticklabels(), rotation=60, ha=\"right\")\n",
+    "plt.ylabel('Ecart normalisé')\n",
+    "plt.xlabel('Date (mois-année)')\n",
+    "plt.tight_layout()\n",
+    "plt.grid(axis='x', color='0.95')\n",
+    "plt.grid(axis='y', color='0.95')\n",
+    "plt.title('Ecart normalisé entre le nombre de cas et de décès')\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Les \"bosses\" sur la courbe pourraient correspondre aux apparatitions des différents variants (mais je n'arrive pas à trouver de données fiables pour vérifier)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}